{ "suite": "longmemeval", "data": "data/eval/public/longmemeval_s.json", "mem": "on", "critic": "off", "k": 40, "queries": 6, "verify": "off", "neighbors": 1, "blockChars": 36000, "writer": "local", "judge": { "baseURL": "http://127.0.0.1:8003/v1", "model": "gemma-4-31b-fp8" }, "budgetChars": 40000, "model": "gemma-4-31b-fp8", "startedAt": "2026-10-03T00:26:25.123Z", "records": [ { "id": "e47becba", "type": "single-session-user", "question": "What degree did I graduate with?", "answer": "Business Administration", "abstain": false, "mem": "on", "response": "You graduated with a degree in Business Administration.\n\nDegree: Business Administration", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.3333, "ms": 16481, "ingest": { "rows": 782, "ms": 156, "cached": 782 }, "recalled": 78, "queries": [ "degree", "graduated", "major", "diploma", "university", "college" ], "blockRows": 70, "blockChars": 36920, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:55:22.643Z" } } }, { "id": "118b2229", "type": "single-session-user", "question": "How long is my daily commute to work?", "answer": "45 minutes each way", "abstain": false, "mem": "on", "response": "Based on the conversation on 2023-05-22, you stated that your daily commute takes 45 minutes each way.\n\nYour daily commute is 45 minutes each way.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.2667, "ms": 22385, "ingest": { "rows": 756, "ms": 90, "cached": 756 }, "recalled": 119, "queries": [ "commute to work", "drive to work", "how long it takes to get to work", "travel time to office", "morning commute", "distance to work" ], "blockRows": 58, "blockChars": 36952, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:55:24.992Z" } } }, { "id": "51a45a95", "type": "single-session-user", "question": "Where did I redeem a $5 coupon on coffee creamer?", "answer": "Target", "abstain": false, "mem": "on", "response": "You redeemed the $5 coupon on coffee creamer at Target using the Cartwheel app.\n\nTarget", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1429, "ms": 19201, "ingest": { "rows": 779, "ms": 144, "cached": 779 }, "recalled": 112, "queries": [ "coffee creamer coupon", "redeemed $5 coupon", "coffee creamer store", "bought coffee creamer", "coupon for creamer", "where did I use the creamer coupon" ], "blockRows": 49, "blockChars": 36476, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T04:55:27.463Z" } } }, { "id": "58bf7951", "type": "single-session-user", "question": "What play did I attend at the local community theater?", "answer": "The Glass Menagerie", "abstain": false, "mem": "on", "response": "You attended a production of *The Glass Menagerie*.\n\nThe Glass Menagerie", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.4, "ms": 14977, "ingest": { "rows": 820, "ms": 204, "cached": 820 }, "recalled": 153, "queries": [ "community theater", "play", "theater", "show", "performance", "local theater" ], "blockRows": 74, "blockChars": 37414, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:55:29.769Z" } } }, { "id": "1e043500", "type": "single-session-user", "question": "What is the name of the playlist I created on Spotify?", "answer": "Summer Vibes", "abstain": false, "mem": "on", "response": "The name of the playlist you created on Spotify is \"Summer Vibes.\"\n\nSummer Vibes", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.2857, "ms": 19216, "ingest": { "rows": 765, "ms": 189, "cached": 765 }, "recalled": 107, "queries": [ "Spotify playlist", "created a playlist", "name of my playlist", "made a playlist", "Spotify list", "playlist name" ], "blockRows": 53, "blockChars": 36946, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T04:55:32.128Z" } } }, { "id": "c5e8278d", "type": "single-session-user", "question": "What was my last name before I changed it?", "answer": "Johnson", "abstain": false, "mem": "on", "response": "Your last name before you changed it was Johnson.\n\nJohnson", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1818, "ms": 16611, "ingest": { "rows": 731, "ms": 149, "cached": 731 }, "recalled": 71, "queries": [ "last name", "maiden name", "changed my name", "previous name", "legal name change", "birth name" ], "blockRows": 49, "blockChars": 36619, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T04:55:34.249Z" } } }, { "id": "6ade9755", "type": "single-session-user", "question": "Where do I take yoga classes?", "answer": "Serenity Yoga", "abstain": false, "mem": "on", "response": "You take yoga classes at Serenity Yoga, and you also supplement this with a home practice using the Down Dog app.\n\nSerenity Yoga", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1739, "ms": 18379, "ingest": { "rows": 751, "ms": 176, "cached": 751 }, "recalled": 99, "queries": [ "yoga class", "yoga studio", "where do I do yoga", "yoga teacher", "yoga schedule", "yoga location" ], "blockRows": 62, "blockChars": 36720, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:55:36.359Z" } } }, { "id": "6f9b354f", "type": "single-session-user", "question": "What color did I repaint my bedroom walls?", "answer": "a lighter shade of gray", "abstain": false, "mem": "on", "response": "You repainted your bedroom walls a lighter shade of gray.\n\nLighter shade of gray", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.4706, "ms": 19948, "ingest": { "rows": 754, "ms": 150, "cached": 754 }, "recalled": 105, "queries": [ "repaint bedroom", "bedroom wall color", "painted my room", "bedroom paint", "new color for bedroom", "what color did I paint" ], "blockRows": 48, "blockChars": 36391, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:55:38.758Z" } } }, { "id": "58ef2f1c", "type": "single-session-user", "question": "When did I volunteer at the local animal shelter's fundraising dinner?", "answer": "February 14th", "abstain": false, "mem": "on", "response": "The excerpts do not mention volunteering at a local animal shelter's fundraising dinner; however, they do mention that you volunteered at the \"Love is in the Air\" fundraising dinner on Valentine's Day (February 14th).\n\nThe excerpts do not contain information about volunteering at an animal shelter's fundraising dinner.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": true, "f1": 0.0851, "ms": 27638, "ingest": { "rows": 761, "ms": 184, "cached": 761 }, "recalled": 98, "queries": [ "animal shelter fundraising dinner", "volunteered at animal shelter", "shelter fundraiser", "animal shelter dinner", "volunteering fundraiser", "local animal shelter event" ], "blockRows": 44, "blockChars": 36351, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:55:40.777Z" } } }, { "id": "f8c5f88b", "type": "single-session-user", "question": "Where did I buy my new tennis racket from?", "answer": "the sports store downtown", "abstain": false, "mem": "on", "response": "You bought your new tennis racket from a sports store downtown.\n\nA sports store downtown", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.375, "ms": 19201, "ingest": { "rows": 733, "ms": 200, "cached": 733 }, "recalled": 116, "queries": [ "tennis racket", "bought tennis racket", "new racket", "tennis store", "sports shop", "where did I get my racket" ], "blockRows": 49, "blockChars": 36348, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T04:55:42.774Z" } } }, { "id": "5d3d2817", "type": "single-session-user", "question": "What was my previous occupation?", "answer": "Marketing specialist at a small startup", "abstain": false, "mem": "on", "response": "Based on the conversation on 2023-05-24, you mentioned that in your previous role, you were a marketing specialist at a small startup.\n\nYour previous occupation was a marketing specialist at a small startup.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.2857, "ms": 26434, "ingest": { "rows": 755, "ms": 166, "cached": 755 }, "recalled": 127, "queries": [ "my job", "my career", "what I used to do for work", "previous role", "my old job", "where I worked" ], "blockRows": 62, "blockChars": 37095, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:55:44.858Z" } } }, { "id": "7527f7e2", "type": "single-session-user", "question": "How much did I spend on a designer handbag?", "answer": "$800", "abstain": false, "mem": "on", "response": "You spent $800 on a designer handbag.\n\n$800", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.25, "ms": 16897, "ingest": { "rows": 751, "ms": 145, "cached": 751 }, "recalled": 116, "queries": [ "designer handbag price", "bought a handbag", "handbag cost", "luxury bag purchase", "spent on bag", "designer bag receipt" ], "blockRows": 55, "blockChars": 36871, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:55:46.878Z" } } }, { "id": "c960da58", "type": "single-session-user", "question": "How many playlists do I have on Spotify?", "answer": "20", "abstain": false, "mem": "on", "response": "You mentioned on 2023-05-20 that you have 20 playlists on Spotify.\n\n20", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1333, "ms": 18091, "ingest": { "rows": 747, "ms": 164, "cached": 747 }, "recalled": 112, "queries": [ "Spotify playlists", "created a playlist", "my Spotify", "added to playlist", "Spotify library", "playlist name" ], "blockRows": 67, "blockChars": 36814, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T04:55:48.803Z" } } }, { "id": "3b6f954b", "type": "single-session-user", "question": "Where did I attend for my study abroad program?", "answer": "University of Melbourne in Australia", "abstain": false, "mem": "on", "response": "You attended a study abroad program at the University of Melbourne.\n\nUniversity of Melbourne", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.3529, "ms": 18206, "ingest": { "rows": 719, "ms": 155, "cached": 719 }, "recalled": 102, "queries": [ "study abroad", "semester abroad", "university abroad", "where did I study abroad", "exchange program", "study abroad location" ], "blockRows": 47, "blockChars": 36620, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T04:55:50.892Z" } } }, { "id": "726462e0", "type": "single-session-user", "question": "What was the discount I got on my first purchase from the new clothing brand?", "answer": "10%", "abstain": false, "mem": "on", "response": "On 2023-05-23, you mentioned getting a 10% discount on your first purchase from that new clothing brand last month.\n\n10%", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0909, "ms": 21109, "ingest": { "rows": 741, "ms": 162, "cached": 741 }, "recalled": 102, "queries": [ "clothing brand discount", "first purchase clothing", "promo code clothing", "discount code clothing", "bought clothes", "clothing order" ], "blockRows": 44, "blockChars": 36806, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T04:55:52.930Z" } } }, { "id": "94f70d80", "type": "single-session-user", "question": "How long did it take me to assemble the IKEA bookshelf?", "answer": "4 hours", "abstain": false, "mem": "on", "response": "It took you 4 hours to assemble the IKEA bookshelf.\n\n4 hours", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.3077, "ms": 19071, "ingest": { "rows": 745, "ms": 171, "cached": 745 }, "recalled": 128, "queries": [ "IKEA bookshelf", "assembled the bookshelf", "bookshelf assembly time", "put together the bookshelf", "IKEA furniture", "how long it took to build" ], "blockRows": 43, "blockChars": 36522, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T04:55:55.067Z" } } }, { "id": "66f24dbb", "type": "single-session-user", "question": "What did I buy for my sister's birthday gift?", "answer": "a yellow dress", "abstain": false, "mem": "on", "response": "For your sister's birthday, you bought her a yellow dress and a pair of matching earrings.\n\nAnswer: a yellow dress and a pair of matching earrings", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.16, "ms": 23375, "ingest": { "rows": 747, "ms": 180, "cached": 747 }, "recalled": 84, "queries": [ "sister birthday gift", "bought for sister", "birthday present sister", "gift for sister", "sister's birthday", "what did I get my sister" ], "blockRows": 57, "blockChars": 36523, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:55:57.066Z" } } }, { "id": "ad7109d1", "type": "single-session-user", "question": "What speed is my new internet plan?", "answer": "500 Mbps", "abstain": false, "mem": "on", "response": "Based on your conversation on 2023-05-30, your internet speed is 1 Gbps. (Note: In a previous conversation on 2023-05-24, you mentioned upgrading to 500 Mbps about three weeks prior, but your most recent update states it is now 1 Gbps).\n\n1 Gbps", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": false, "f1": 0.0851, "ms": 30849, "ingest": { "rows": 729, "ms": 147, "cached": 729 }, "recalled": 106, "queries": [ "internet plan speed", "new internet plan", "Mbps", "internet provider", "internet contract", "wifi speed" ], "blockRows": 51, "blockChars": 36840, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T04:55:59.541Z" } } }, { "id": "af8d2e46", "type": "single-session-user", "question": "How many shirts did I pack for my 5-day trip to Costa Rica?", "answer": "7", "abstain": false, "mem": "on", "response": "Based on the conversation on 2023-05-29, you mentioned that on your last trip to Costa Rica, you brought 7 shirts.\n\n7 shirts", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0833, "ms": 25733, "ingest": { "rows": 729, "ms": 155, "cached": 729 }, "recalled": 112, "queries": [ "Costa Rica packing list", "shirts Costa Rica", "what I packed for Costa Rica", "packing for 5-day trip", "how many shirts", "Costa Rica luggage" ], "blockRows": 48, "blockChars": 36579, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T04:56:01.545Z" } } }, { "id": "dccbc061", "type": "single-session-user", "question": "What was my previous stance on spirituality?", "answer": "A staunch atheist", "abstain": false, "mem": "on", "response": "Your previous stance on spirituality was that you used to be a \"staunch atheist.\"\n\nPrevious stance: staunch atheist (mentioned on 2023-05-24)", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1667, "ms": 18540, "ingest": { "rows": 739, "ms": 134, "cached": 739 }, "recalled": 100, "queries": [ "spirituality", "religion", "faith", "god", "beliefs", "spiritual journey" ], "blockRows": 56, "blockChars": 36492, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:56:03.514Z" } } }, { "id": "c8c3f81d", "type": "single-session-user", "question": "What brand are my favorite running shoes?", "answer": "Nike", "abstain": false, "mem": "on", "response": "Based on the conversation from 2023-05-29, you stated, \"Nike has been my favourite brand so far for running shoes.\"\n\nNike", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0909, "ms": 20503, "ingest": { "rows": 748, "ms": 180, "cached": 748 }, "recalled": 58, "queries": [ "favorite running shoes", "best running shoes", "bought new running shoes", "running shoe brand", "my favorite shoes", "recommend running shoes" ], "blockRows": 55, "blockChars": 36051, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:56:05.574Z" } } }, { "id": "8ebdbe50", "type": "single-session-user", "question": "What certification did I complete last month?", "answer": "Data Science", "abstain": false, "mem": "on", "response": "You completed a certification in Data Science last month.\n\nCertification: Data Science", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.3077, "ms": 18620, "ingest": { "rows": 740, "ms": 130, "cached": 740 }, "recalled": 93, "queries": [ "certification completed", "certificate received", "passed the exam", "finished the course", "certification last month", "completed certification" ], "blockRows": 45, "blockChars": 36354, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T04:56:07.720Z" } } }, { "id": "6b168ec8", "type": "single-session-user", "question": "How many bikes do I own?", "answer": "three", "abstain": false, "mem": "on", "response": "You mentioned owning the following bikes on 2023-05-27:\n* A road bike (specifically a Trek Emonda)\n* A mountain bike\n* A commuter bike\n\nTotal: 3 bikes.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0, "ms": 22142, "ingest": { "rows": 742, "ms": 157, "cached": 742 }, "recalled": 117, "queries": [ "bought a bike", "new bicycle", "my bikes", "bike collection", "purchased a bike", "sold my bike" ], "blockRows": 63, "blockChars": 36686, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:56:09.825Z" } } }, { "id": "75499fd8", "type": "single-session-user", "question": "What breed is my dog?", "answer": "Golden Retriever", "abstain": false, "mem": "on", "response": "Based on the conversation from 2023-05-25, your dog Max is a Golden Retriever.\n\nMax is a Golden Retriever.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.2105, "ms": 21583, "ingest": { "rows": 745, "ms": 158, "cached": 745 }, "recalled": 49, "queries": [ "dog breed", "what breed is my dog", "my dog's breed", "puppy breed", "vet dog breed", "breed of my dog" ], "blockRows": 63, "blockChars": 36382, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:56:11.768Z" } } }, { "id": "21436231", "type": "single-session-user", "question": "How many largemouth bass did I catch on my fishing trip to Lake Michigan?", "answer": "12", "abstain": false, "mem": "on", "response": "You caught 12 largemouth bass on your last trip to Lake Michigan, as mentioned in the conversation on 2023-05-21.\n\n12", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0909, "ms": 22891, "ingest": { "rows": 752, "ms": 174, "cached": 752 }, "recalled": 97, "queries": [ "Lake Michigan fishing", "caught largemouth bass", "bass fishing trip", "how many bass", "Lake Michigan catch", "fishing results" ], "blockRows": 52, "blockChars": 36633, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T04:56:13.917Z" } } }, { "id": "95bcc1c8", "type": "single-session-user", "question": "How many amateur comedians did I watch perform at the open mic night?", "answer": "10", "abstain": false, "mem": "on", "response": "On 2023-05-22, you mentioned that you \"recently went to an open mic night and saw 10 amateur comedians perform.\"\n\nTotal: 10", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.087, "ms": 24569, "ingest": { "rows": 737, "ms": 162, "cached": 737 }, "recalled": 121, "queries": [ "open mic night", "amateur comedians", "comedy club", "stand up comedy", "watched a performance", "comedian names" ], "blockRows": 56, "blockChars": 36524, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:56:16.051Z" } } }, { "id": "0862e8bf", "type": "single-session-user", "question": "What is the name of my cat?", "answer": "Luna", "abstain": false, "mem": "on", "response": "Your cat's name is Luna.\n\nLuna", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.25, "ms": 17378, "ingest": { "rows": 756, "ms": 160, "cached": 756 }, "recalled": 78, "queries": [ "my cat", "cat's name", "kitten", "pet", "got a cat", "naming my cat" ], "blockRows": 62, "blockChars": 36854, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T04:56:18.093Z" } } }, { "id": "853b0a1d", "type": "single-session-user", "question": "How old was I when my grandma gave me the silver necklace?", "answer": "18", "abstain": false, "mem": "on", "response": "You were 18 years old when your grandma gave you the silver necklace.\n\n18", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1429, "ms": 24731, "ingest": { "rows": 761, "ms": 158, "cached": 761 }, "recalled": 80, "queries": [ "grandma silver necklace", "grandmother necklace", "when did grandma give me the necklace", "silver necklace gift", "how old was I necklace", "grandma jewelry" ], "blockRows": 65, "blockChars": 36554, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T04:56:20.122Z" } } }, { "id": "a06e4cfe", "type": "single-session-user", "question": "What is my preferred gin-to-vermouth ratio for a classic gin martini?", "answer": "3:1", "abstain": false, "mem": "on", "response": "Your preferred gin-to-vermouth ratio for a classic gin martini is 3:1, with a dash of citrus bitters.\n\n3:1 ratio", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1739, "ms": 25387, "ingest": { "rows": 772, "ms": 171, "cached": 772 }, "recalled": 129, "queries": [ "gin martini ratio", "gin to vermouth", "how I make a martini", "martini recipe", "preferred martini", "gin vermouth proportions" ], "blockRows": 55, "blockChars": 36592, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T04:56:22.151Z" } } }, { "id": "37d43f65", "type": "single-session-user", "question": "How much RAM did I upgrade my laptop to?", "answer": "16GB", "abstain": false, "mem": "on", "response": "You upgraded your laptop's RAM to 16GB.\n\n16GB", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.2, "ms": 18752, "ingest": { "rows": 781, "ms": 165, "cached": 781 }, "recalled": 132, "queries": [ "laptop RAM upgrade", "installed more RAM", "bought new RAM", "RAM capacity", "laptop memory upgrade", "GB RAM" ], "blockRows": 59, "blockChars": 36740, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T04:56:24.243Z" } } }, { "id": "b86304ba", "type": "single-session-user", "question": "How much is the painting of a sunset worth in terms of the amount I paid for it?", "answer": "The painting is worth triple what I paid for it.", "abstain": false, "mem": "on", "response": "The excerpts do not mention a painting of a sunset; they only mention a \"flea market find\" that is worth triple what you paid for it.\n\nThe painting is worth triple the original price.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": true, "f1": 0.4324, "ms": 25432, "ingest": { "rows": 700, "ms": 155, "cached": 700 }, "recalled": 138, "queries": [ "painting of a sunset", "bought a painting", "paid for painting", "sunset painting price", "cost of sunset art", "sunset painting value" ], "blockRows": 49, "blockChars": 36498, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:56:26.344Z" } } }, { "id": "d52b4f67", "type": "single-session-user", "question": "Where did I attend my cousin's wedding?", "answer": "The Grand Ballroom", "abstain": false, "mem": "on", "response": "You attended your cousin's wedding at the Grand Ballroom.\n\nGrand Ballroom", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.3077, "ms": 19568, "ingest": { "rows": 736, "ms": 178, "cached": 736 }, "recalled": 79, "queries": [ "cousin's wedding", "wedding location", "where was the wedding", "traveled for wedding", "wedding venue", "cousin wedding" ], "blockRows": 59, "blockChars": 36505, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T04:56:28.405Z" } } }, { "id": "25e5aa4f", "type": "single-session-user", "question": "Where did I complete my Bachelor's degree in Computer Science?", "answer": "University of California, Los Angeles (UCLA)", "abstain": false, "mem": "on", "response": "You completed your undergraduate degree in Computer Science from UCLA.\n\nUCLA", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1176, "ms": 18781, "ingest": { "rows": 747, "ms": 136, "cached": 747 }, "recalled": 96, "queries": [ "Bachelor's degree Computer Science", "where did I go to college", "university degree", "graduated from", "CS degree", "my alma mater" ], "blockRows": 46, "blockChars": 36229, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:56:30.489Z" } } }, { "id": "caf9ead2", "type": "single-session-user", "question": "How long did it take to move to the new apartment?", "answer": "5 hours", "abstain": false, "mem": "on", "response": "It took the user and their friends around 5 hours to move everything into the new apartment.\n\n5 hours", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.2105, "ms": 23990, "ingest": { "rows": 745, "ms": 170, "cached": 745 }, "recalled": 136, "queries": [ "move to new apartment", "moving day", "packing for move", "apartment move date", "how long did moving take", "new place move" ], "blockRows": 57, "blockChars": 37278, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T04:56:32.557Z" } } }, { "id": "8550ddae", "type": "single-session-user", "question": "What type of cocktail recipe did I try last weekend?", "answer": "lavender gin fizz", "abstain": false, "mem": "on", "response": "On 2023-05-22, you mentioned that you tried a lavender gin fizz recipe last weekend.\n\nLavender gin fizz", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.2857, "ms": 20994, "ingest": { "rows": 716, "ms": 149, "cached": 716 }, "recalled": 121, "queries": [ "cocktail recipe", "tried a drink", "made a cocktail", "last weekend", "mixing drinks", "recipe" ], "blockRows": 52, "blockChars": 36461, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T04:56:34.747Z" } } }, { "id": "60d45044", "type": "single-session-user", "question": "What type of rice is my favorite?", "answer": "Japanese short-grain rice", "abstain": false, "mem": "on", "response": "Your favorite is Japanese short-grain rice.\n\nJapanese short-grain rice", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.5333, "ms": 18655, "ingest": { "rows": 787, "ms": 135, "cached": 787 }, "recalled": 138, "queries": [ "favorite rice", "best rice", "like this rice", "love this rice", "prefer rice", "my favorite kind of rice" ], "blockRows": 56, "blockChars": 37007, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T04:56:36.680Z" } } }, { "id": "3f1e9474", "type": "single-session-user", "question": "Who did I have a conversation with about destiny?", "answer": "Sarah", "abstain": false, "mem": "on", "response": "You had a conversation with your friend Sarah about destiny, during which she mentioned that \"everything happens for a reason.\"\n\nSarah", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1, "ms": 19770, "ingest": { "rows": 770, "ms": 131, "cached": 770 }, "recalled": 107, "queries": [ "destiny", "fate", "predestined", "meant to be", "conversation about destiny", "who did I talk to about destiny" ], "blockRows": 66, "blockChars": 37127, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:56:38.702Z" } } }, { "id": "86b68151", "type": "single-session-user", "question": "Where did I buy my new bookshelf from?", "answer": "IKEA", "abstain": false, "mem": "on", "response": "You bought your new bookshelf from IKEA.\n\nIKEA", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.2222, "ms": 16135, "ingest": { "rows": 741, "ms": 164, "cached": 741 }, "recalled": 114, "queries": [ "bookshelf", "bought bookshelf", "new shelf", "furniture store", "ordered bookshelf", "where did I get my bookshelf" ], "blockRows": 57, "blockChars": 36503, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:56:40.724Z" } } }, { "id": "577d4d32", "type": "single-session-user", "question": "What time do I stop checking work emails and messages?", "answer": "7 pm", "abstain": false, "mem": "on", "response": "You stop checking work emails and messages by 7 pm to separate your work and personal life.\n\n7 pm", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1905, "ms": 19904, "ingest": { "rows": 753, "ms": 172, "cached": 753 }, "recalled": 149, "queries": [ "work email cutoff time", "stop checking messages", "work boundaries", "email schedule", "when to stop working", "work-life balance rules" ], "blockRows": 53, "blockChars": 36995, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T04:56:42.767Z" } } }, { "id": "ec81a493", "type": "single-session-user", "question": "How many copies of my favorite artist's debut album were released worldwide?", "answer": "500", "abstain": false, "mem": "on", "response": "Based on the conversation on 2023-05-27, you mentioned that the signed poster from your favorite artist's debut album is a limited edition of only 500 copies worldwide.\n\n500 copies", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0667, "ms": 29037, "ingest": { "rows": 770, "ms": 166, "cached": 770 }, "recalled": 137, "queries": [ "favorite artist", "favorite musician", "debut album", "album release numbers", "worldwide sales debut album", "copies released worldwide" ], "blockRows": 56, "blockChars": 36865, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T04:56:44.804Z" } } }, { "id": "15745da0", "type": "single-session-user", "question": "How long have I been collecting vintage cameras?", "answer": "three months", "abstain": false, "mem": "on", "response": "You mentioned on 2023-05-21 that you had been collecting vintage cameras for three months.\n\n3 months", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.2, "ms": 22645, "ingest": { "rows": 722, "ms": 205, "cached": 722 }, "recalled": 111, "queries": [ "vintage cameras", "started collecting cameras", "bought first vintage camera", "camera collection", "old cameras", "photography hobby" ], "blockRows": 45, "blockChars": 36284, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T04:56:47.063Z" } } }, { "id": "e01b8e2f", "type": "single-session-user", "question": "Where did I go on a week-long trip with my family?", "answer": "Hawaii", "abstain": false, "mem": "on", "response": "You went to Hawaii with your family for a week last month.\n\nHawaii", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1538, "ms": 21015, "ingest": { "rows": 765, "ms": 155, "cached": 765 }, "recalled": 101, "queries": [ "week-long trip family", "vacation with family", "family trip", "where did we go", "family holiday", "trip for a week" ], "blockRows": 58, "blockChars": 36737, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T04:56:49.097Z" } } }, { "id": "bc8a6e93", "type": "single-session-user", "question": "What did I bake for my niece's birthday party?", "answer": "a lemon blueberry cake", "abstain": false, "mem": "on", "response": "You baked a lemon blueberry cake for your niece's birthday party.\n\nLemon blueberry cake", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.3529, "ms": 20436, "ingest": { "rows": 775, "ms": 153, "cached": 775 }, "recalled": 99, "queries": [ "niece birthday party", "baked for birthday", "birthday cake", "birthday cupcakes", "birthday treats", "what I baked" ], "blockRows": 55, "blockChars": 36356, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:56:51.144Z" } } }, { "id": "ccb36322", "type": "single-session-user", "question": "What is the name of the music streaming service have I been using lately?", "answer": "Spotify", "abstain": false, "mem": "on", "response": "You mentioned that you have been listening to songs on Spotify lately.\n\nSpotify", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1429, "ms": 19164, "ingest": { "rows": 731, "ms": 143, "cached": 731 }, "recalled": 140, "queries": [ "music streaming", "Spotify", "Apple Music", "Tidal", "Deezer", "playlist" ], "blockRows": 72, "blockChars": 37324, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T04:56:53.273Z" } } }, { "id": "001be529", "type": "single-session-user", "question": "How long did I wait for the decision on my asylum application?", "answer": "over a year", "abstain": false, "mem": "on", "response": "You mentioned in your conversation on 2023-05-28 that you experienced \"over a year of uncertainty\" while waiting for your asylum application to be approved.\n\nOver a year", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1379, "ms": 24224, "ingest": { "rows": 749, "ms": 157, "cached": 749 }, "recalled": 97, "queries": [ "asylum application decision", "asylum interview date", "received asylum decision", "asylum application submitted", "waiting for asylum result", "asylum case status" ], "blockRows": 54, "blockChars": 36898, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T04:56:55.332Z" } } }, { "id": "b320f3f8", "type": "single-session-user", "question": "What type of action figure did I buy from a thrift store?", "answer": "a blue Snaggletooth", "abstain": false, "mem": "on", "response": "You bought a rare blue Snaggletooth action figure from a thrift store.\n\nRare blue Snaggletooth action figure", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.2353, "ms": 22264, "ingest": { "rows": 709, "ms": 134, "cached": 709 }, "recalled": 99, "queries": [ "thrift store action figure", "bought action figure", "thrift shop toy", "found action figure", "thrift store purchase", "action figure" ], "blockRows": 42, "blockChars": 36389, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:56:57.380Z" } } }, { "id": "19b5f2b3", "type": "single-session-user", "question": "How long was I in Japan for?", "answer": "two weeks", "abstain": false, "mem": "on", "response": "You spent two weeks traveling solo around Japan.\n\nTwo weeks", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.3333, "ms": 19432, "ingest": { "rows": 724, "ms": 169, "cached": 724 }, "recalled": 103, "queries": [ "Japan trip dates", "when did I go to Japan", "when did I leave Japan", "flight to Japan", "flight from Japan", "how long was my Japan trip" ], "blockRows": 52, "blockChars": 36625, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:56:59.412Z" } } }, { "id": "4fd1909e", "type": "single-session-user", "question": "Where did I attend the Imagine Dragons concert?", "answer": "Xfinity Center", "abstain": false, "mem": "on", "response": "You attended the Imagine Dragons concert at the Xfinity Center.\n\nXfinity Center", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.3333, "ms": 19506, "ingest": { "rows": 783, "ms": 179, "cached": 783 }, "recalled": 106, "queries": [ "Imagine Dragons concert", "Imagine Dragons venue", "where was the Imagine Dragons show", "went to see Imagine Dragons", "Imagine Dragons tickets", "Imagine Dragons location" ], "blockRows": 66, "blockChars": 37176, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T04:57:01.544Z" } } }, { "id": "545bd2b5", "type": "single-session-user", "question": "How much screen time have I been averaging on Instagram per day?", "answer": "2 hours", "abstain": false, "mem": "on", "response": "You have been averaging around 2 hours of screen time on Instagram per day for the past two weeks.\n\n2 hours per day", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1667, "ms": 25787, "ingest": { "rows": 710, "ms": 143, "cached": 710 }, "recalled": 89, "queries": [ "Instagram screen time", "Instagram usage per day", "average time on Instagram", "how long I spent on Instagram", "Instagram daily average", "Instagram hours per day" ], "blockRows": 45, "blockChars": 36366, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T04:57:03.636Z" } } }, { "id": "8a137a7f", "type": "single-session-user", "question": "What type of bulb did I replace in my bedside lamp?", "answer": "Philips LED bulb", "abstain": false, "mem": "on", "response": "The excerpts do not mention what type of bulb you replaced; they only state that you have been using a Philips LED bulb in your bedside lamp.\n\nThe excerpts do not contain this information.", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": true, "f1": 0.1765, "ms": 22625, "ingest": { "rows": 755, "ms": 154, "cached": 755 }, "recalled": 126, "queries": [ "bedside lamp bulb", "replaced light bulb", "lamp bulb type", "bought new bulb", "bedroom lamp", "changed the bulb" ], "blockRows": 53, "blockChars": 36668, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No", "at": "2026-10-03T04:57:05.689Z" } } }, { "id": "76d63226", "type": "single-session-user", "question": "What size is my new Samsung TV?", "answer": "55-inch", "abstain": false, "mem": "on", "response": "Your new Samsung 4K smart TV is 55 inches.\n\n55-inch", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.3077, "ms": 21613, "ingest": { "rows": 743, "ms": 152, "cached": 743 }, "recalled": 96, "queries": [ "Samsung TV size", "bought a Samsung TV", "new TV dimensions", "Samsung TV inches", "ordered a Samsung TV", "TV model number" ], "blockRows": 66, "blockChars": 37106, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T04:57:07.725Z" } } }, { "id": "86f00804", "type": "single-session-user", "question": "What book am I currently reading?", "answer": "The Seven Husbands of Evelyn Hugo", "abstain": false, "mem": "on", "response": "You are currently reading \"The Seven Husbands of Evelyn Hugo,\" which you described on 2023-05-23 as a book you are \"devouring\" and find \"hard to put down.\"\n\n\"The Seven Husbands of Evelyn Hugo\"", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.2703, "ms": 28091, "ingest": { "rows": 751, "ms": 120, "cached": 751 }, "recalled": 85, "queries": [ "currently reading", "reading a book", "started reading", "book I'm reading", "new book", "reading list" ], "blockRows": 55, "blockChars": 36606, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:57:09.793Z" } } }, { "id": "8e9d538c", "type": "single-session-user", "question": "How many skeins of worsted weight yarn did I find in my stash?", "answer": "17", "abstain": false, "mem": "on", "response": "You mentioned in your conversation on 2023-05-27 that you found a stash of 17 skeins of worsted weight yarn.\n\n17 skeins", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.087, "ms": 31191, "ingest": { "rows": 725, "ms": 173, "cached": 725 }, "recalled": 118, "queries": [ "worsted weight yarn stash", "found worsted yarn", "skeins of worsted", "yarn inventory worsted", "how much worsted yarn", "counted worsted yarn" ], "blockRows": 51, "blockChars": 36676, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T04:57:12.111Z" } } }, { "id": "311778f1", "type": "single-session-user", "question": "How many hours did I spend watching documentaries on Netflix last month?", "answer": "10", "abstain": false, "mem": "on", "response": "In the conversation on 2023-05-25, you mentioned: \"I think I spent 10 hours last month watching documentaries.\" Later in the same conversation, you stated: \"I realized that I spent around 10 hours last month watching documentaries.\"\n\n10 hours", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0513, "ms": 28937, "ingest": { "rows": 757, "ms": 168, "cached": 757 }, "recalled": 126, "queries": [ "Netflix documentaries", "watched documentary", "hours spent watching Netflix", "Netflix time", "documentary duration", "Netflix last month" ], "blockRows": 58, "blockChars": 36937, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T04:57:14.162Z" } } }, { "id": "c19f7a0b", "type": "single-session-user", "question": "What time do I usually get home from work on weeknights?", "answer": "6:30 pm", "abstain": false, "mem": "on", "response": "You mentioned on 2023-05-23 that you usually get home from work around 6:30 pm on weekdays.\n\n6:30 pm", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.24, "ms": 21576, "ingest": { "rows": 730, "ms": 136, "cached": 730 }, "recalled": 124, "queries": [ "get home from work", "home from work", "back from work", "arrived home", "finished work", "work day ended" ], "blockRows": 47, "blockChars": 36965, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T04:57:16.179Z" } } }, { "id": "4100d0a0", "type": "single-session-user", "question": "What is my ethnicity?", "answer": "A mix of Irish and Italian", "abstain": false, "mem": "on", "response": "Based on your conversation on 2023-05-30, you described yourself as having a mixed ethnicity of Irish and Italian.\n\nYour ethnicity is Irish and Italian.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.2667, "ms": 22163, "ingest": { "rows": 770, "ms": 166, "cached": 770 }, "recalled": 81, "queries": [ "my ethnicity", "my heritage", "where am I from", "my race", "my ancestry", "my background" ], "blockRows": 68, "blockChars": 36964, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:57:18.193Z" } } }, { "id": "29f2956b", "type": "single-session-user", "question": "How much time do I dedicate to practicing guitar every day?", "answer": "30 minutes", "abstain": false, "mem": "on", "response": "Based on the conversation from 2023-05-21, you mentioned: \"I've been practicing guitar for 30 minutes daily\".\n\n30 minutes", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1818, "ms": 25409, "ingest": { "rows": 732, "ms": 149, "cached": 732 }, "recalled": 122, "queries": [ "guitar practice", "practiced guitar", "how long I played guitar", "guitar routine", "minutes of guitar", "hours of guitar" ], "blockRows": 42, "blockChars": 36277, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T04:57:20.129Z" } } }, { "id": "1faac195", "type": "single-session-user", "question": "Where does my sister Emily live?", "answer": "Denver", "abstain": false, "mem": "on", "response": "Your sister Emily lives in Denver.\n\nEmily lives in Denver.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1818, "ms": 18056, "ingest": { "rows": 738, "ms": 138, "cached": 738 }, "recalled": 110, "queries": [ "Emily live", "sister Emily address", "where does Emily live", "Emily's house", "Emily's city", "Emily's apartment" ], "blockRows": 59, "blockChars": 36734, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T04:57:22.298Z" } } }, { "id": "faba32e5", "type": "single-session-user", "question": "How long did Alex marinate the BBQ ribs in special sauce?", "answer": "24 hours", "abstain": false, "mem": "on", "response": "Alex marinated the BBQ ribs in a special sauce for 24 hours before grilling them.\n\n24 hours", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.2353, "ms": 25047, "ingest": { "rows": 740, "ms": 113, "cached": 740 }, "recalled": 102, "queries": [ "Alex BBQ ribs", "marinate ribs special sauce", "how long marinate ribs", "ribs special sauce time", "Alex marinating", "BBQ ribs sauce" ], "blockRows": 55, "blockChars": 36852, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T04:57:24.495Z" } } }, { "id": "f4f1d8a4", "type": "single-session-user", "question": "Who gave me a new stand mixer as a birthday gift?", "answer": "my sister", "abstain": false, "mem": "on", "response": "Your sister gave you a new stand mixer as a birthday gift last month.\n\nYour sister", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.125, "ms": 18719, "ingest": { "rows": 826, "ms": 157, "cached": 826 }, "recalled": 129, "queries": [ "birthday gift", "stand mixer", "who gave me", "new mixer", "birthday present", "got a stand mixer" ], "blockRows": 59, "blockChars": 37062, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:57:26.494Z" } } }, { "id": "c14c00dd", "type": "single-session-user", "question": "What brand of shampoo do I currently use?", "answer": "Trader Joe's", "abstain": false, "mem": "on", "response": "You mentioned on 2023-05-22 that you have been using a lavender scented shampoo from Trader Joe's.\n\nTrader Joe's", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.25, "ms": 19617, "ingest": { "rows": 747, "ms": 156, "cached": 747 }, "recalled": 126, "queries": [ "shampoo", "bought shampoo", "hair care", "using shampoo", "shampoo brand", "hair products" ], "blockRows": 52, "blockChars": 36501, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:57:28.566Z" } } }, { "id": "36580ce8", "type": "single-session-user", "question": "What health issue did I initially think was just a cold?", "answer": "bronchitis", "abstain": false, "mem": "on", "response": "You initially thought you had a cold, but it turned out to be a bad case of bronchitis.\n\nBronchitis", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1111, "ms": 18805, "ingest": { "rows": 779, "ms": 174, "cached": 779 }, "recalled": 138, "queries": [ "cold symptoms", "thought I had a cold", "felt sick", "doctor visit cold", "diagnosis cold", "health issue cold" ], "blockRows": 67, "blockChars": 37441, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T04:57:30.619Z" } } }, { "id": "3d86fd0a", "type": "single-session-user", "question": "Where did I meet Sophia?", "answer": "a coffee shop in the city", "abstain": false, "mem": "on", "response": "You met Sophia at a coffee shop in the city.\n\nSophia | Coffee Shop (City)", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.5, "ms": 21113, "ingest": { "rows": 763, "ms": 147, "cached": 763 }, "recalled": 93, "queries": [ "Sophia", "met Sophia", "where did I meet Sophia", "introduced to Sophia", "Sophia meeting", "who is Sophia" ], "blockRows": 64, "blockChars": 37355, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T04:57:32.589Z" } } }, { "id": "a82c026e", "type": "single-session-user", "question": "What game did I finally beat last weekend?", "answer": "Dark Souls 3 DLC", "abstain": false, "mem": "on", "response": "Based on the conversation on 2023-05-26, you mentioned, \"I finally beat that last boss in the Dark Souls 3 DLC last weekend, after weeks of trying.\"\n\nDark Souls 3", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": false, "f1": 0.2424, "ms": 26089, "ingest": { "rows": 736, "ms": 142, "cached": 736 }, "recalled": 77, "queries": [ "beat game", "finished game", "completed game", "finally beat", "last weekend game", "won the game" ], "blockRows": 60, "blockChars": 36908, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T04:57:34.856Z" } } }, { "id": "0862e8bf_abs", "type": "single-session-user", "question": "What is the name of my hamster?", "answer": "You did not mention this information. You mentioned your cat Luna but not your hamster.", "abstain": true, "mem": "on", "response": "The provided excerpts do not contain information about a hamster or its name.\n\nThe excerpts do not support the question.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": true, "f1": 1, "ms": 23090, "ingest": { "rows": 750, "ms": 115, "cached": 750 }, "recalled": 85, "queries": [ "hamster name", "my hamster", "bought a hamster", "got a hamster", "pet hamster", "naming my hamster" ], "blockRows": 65, "blockChars": 37234, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:57:36.966Z" } } }, { "id": "15745da0_abs", "type": "single-session-user", "question": "How long have I been collecting vintage films?", "answer": "You did not mention this information. You mentioned collecting vintage cameras but not vintage films.", "abstain": true, "mem": "on", "response": "The excerpts do not contain information about how long you have been collecting vintage films. They mention that you have been collecting vintage cameras for three months (stated on 2023-05-28).\n\nThe excerpts do not support the question.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": true, "f1": 1, "ms": 27972, "ingest": { "rows": 784, "ms": 144, "cached": 784 }, "recalled": 99, "queries": [ "vintage films", "collecting movies", "started film collection", "bought first vintage movie", "movie collection", "vintage cinema" ], "blockRows": 44, "blockChars": 36201, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:57:38.936Z" } } }, { "id": "bc8a6e93_abs", "type": "single-session-user", "question": "What did I bake for my uncle's birthday party?", "answer": "You did not mention this information. You mentioned baking for your niece's birthday party but not your uncle's", "abstain": true, "mem": "on", "response": "The provided excerpts do not mention baking anything for your uncle's birthday party; they only mention that you recently made a lemon blueberry cake for your niece's birthday party.\n\nThe excerpts do not contain this information.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": true, "f1": 1, "ms": 24492, "ingest": { "rows": 753, "ms": 167, "cached": 753 }, "recalled": 103, "queries": [ "uncle birthday party", "baked for uncle", "birthday cake", "birthday treats", "what I baked", "uncle's birthday" ], "blockRows": 55, "blockChars": 36619, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:57:40.868Z" } } }, { "id": "19b5f2b3_abs", "type": "single-session-user", "question": "How long was I in Korea for?", "answer": "You did not mention this information. You mentioned staying in Japan, but not in Korea.", "abstain": true, "mem": "on", "response": "The excerpts do not contain information about how long you were in Korea; they only mention that you were planning a trip there in July.\n\nI do not have this information.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": true, "f1": 1, "ms": 24625, "ingest": { "rows": 760, "ms": 132, "cached": 760 }, "recalled": 101, "queries": [ "Korea trip dates", "when did I go to Korea", "when did I leave Korea", "flight to Korea", "flight from Korea", "how long was I in Korea" ], "blockRows": 53, "blockChars": 36726, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:57:42.881Z" } } }, { "id": "29f2956b_abs", "type": "single-session-user", "question": "How much time do I dedicate to practicing violin every day?", "answer": "You did not mention this information. You mentioned practing guitar everyday, but not violin.", "abstain": true, "mem": "on", "response": "The provided excerpts do not contain information about how much time you dedicate to practicing the violin. They only mention that you practice guitar for 30 minutes daily (2023-05-22).\n\nThe excerpts do not support the question.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": true, "f1": 1, "ms": 23749, "ingest": { "rows": 756, "ms": 145, "cached": 756 }, "recalled": 118, "queries": [ "violin practice", "practiced violin", "violin session", "how long I practiced violin", "violin routine", "violin time" ], "blockRows": 64, "blockChars": 36626, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:57:44.933Z" } } }, { "id": "f4f1d8a4_abs", "type": "single-session-user", "question": "What did my dad gave me as a birthday gift?", "answer": "You did not mention this information. You mentioned receiving a birthday gift from your sister, but not your dad.", "abstain": true, "mem": "on", "response": "The excerpts do not contain information about a birthday gift from your dad; they only mention that your sister gave you a stand mixer as a birthday gift last month.\n\nThe excerpts do not support the question.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": true, "f1": 1, "ms": 23719, "ingest": { "rows": 758, "ms": 160, "cached": 758 }, "recalled": 61, "queries": [ "birthday gift from dad", "what dad gave me for my birthday", "dad's birthday present", "birthday present from father", "gift from dad", "birthday surprise from dad" ], "blockRows": 53, "blockChars": 36556, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:57:47.014Z" } } }, { "id": "0a995998", "type": "multi-session", "question": "How many items of clothing do I need to pick up or return from a store?", "answer": "3", "abstain": false, "mem": "on", "response": "You have the following items to pick up or return:\n- Boots from Zara (exchanged on 2023-02-05; need to pick up the new pair and return the old ones)\n\nTotal: 1 item (pair of boots)", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": false, "f1": 0, "ms": 27268, "ingest": { "rows": 736, "ms": 176, "cached": 736 }, "recalled": 83, "queries": [ "pick up clothing", "return clothing", "clothing store", "clothes to return", "clothes to pick up", "clothing order" ], "blockRows": 47, "blockChars": 36294, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T04:57:49.078Z" } } }, { "id": "6d550036", "type": "multi-session", "question": "How many projects have I led or am currently leading?", "answer": "2", "abstain": false, "mem": "on", "response": "Based on the excerpts provided:\n\n* **Current project**: You are currently leading a team of five engineers to launch a new product feature in June (mentioned on 2023-05-28).\n* **Past project**: You completed a high-priority project two months ahead of schedule (mentioned on 2023-05-28).\n\nTotal: 2 projects.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0426, "ms": 31388, "ingest": { "rows": 763, "ms": 143, "cached": 763 }, "recalled": 87, "queries": [ "projects I led", "projects I am leading", "project lead", "led the project", "managing the project", "project manager" ], "blockRows": 49, "blockChars": 36265, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:57:51.181Z" } } }, { "id": "gpt4_59c863d7", "type": "multi-session", "question": "How many model kits have I worked on or bought?", "answer": "I have worked on or bought five model kits. The scales of the models are: Revell F-15 Eagle (scale not mentioned), Tamiya 1/48 scale Spitfire Mk.V, 1/16 scale German Tiger I tank, 1/72 scale B-29 bomber, and 1/24 scale '69 Camaro.", "abstain": false, "mem": "on", "response": "Based on the excerpts, you have worked on or bought the following model kits:\n\n* 1/72 scale B-29 bomber (Bought 2023-05-20)\n* 1/24 scale '69 Camaro (Bought 2023-05-20)\n* Revell F-15 Eagle (Picked up in late April, finished by 2023-05-27)\n* 1/16 scale German Tiger I tank (Started working on by 2023-05-29)\n* Tamiya 1/48 scale Spitfire Mk.V (Finished by 2023-05-30)\n\nTotal: 5", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.605, "ms": 50787, "ingest": { "rows": 732, "ms": 143, "cached": 732 }, "recalled": 65, "queries": [ "bought model kit", "purchased model kit", "working on model kit", "started model kit", "finished model kit", "model kit collection" ], "blockRows": 49, "blockChars": 36394, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:57:53.272Z" } } }, { "id": "b5ef892d", "type": "multi-session", "question": "How many days did I spend on camping trips in the United States this year?", "answer": "8 days.", "abstain": false, "mem": "on", "response": "Based on the excerpts provided, you have taken the following camping trips in the United States this year:\n\n* **Yellowstone National Park**: 5 days (mentioned on 2023-04-29 as occurring \"last month,\" which would be March 2023).\n* **Big Sur**: 3 days (mentioned on 2023-04-29 as occurring in \"early April\").\n\nTotal: 8 days.\n\n(Note: You also mentioned a 7-day family road trip to Utah in February, but specifically stated \"not camping for this time.\")\n\n8 days", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0526, "ms": 39903, "ingest": { "rows": 773, "ms": 105, "cached": 773 }, "recalled": 94, "queries": [ "camping trip USA", "camped in United States", "camping dates", "national park trip", "camping gear", "camping itinerary" ], "blockRows": 46, "blockChars": 36277, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:57:55.265Z" } } }, { "id": "e831120c", "type": "multi-session", "question": "How many weeks did it take me to watch all the Marvel Cinematic Universe movies and the main Star Wars films?", "answer": "3.5 weeks", "abstain": false, "mem": "on", "response": "Based on the conversations:\n\n* **Marvel Cinematic Universe movies**: You watched all 22 movies in about two weeks (mentioned on 2023-05-23 and 2023-05-25).\n* **Main Star Wars films**: You watched the main films in a week and a half (mentioned on 2023-05-25).\n\nTotal: 2 weeks + 1.5 weeks = 3.5 weeks.\n\nIt took you approximately 3.5 weeks.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0984, "ms": 38718, "ingest": { "rows": 723, "ms": 197, "cached": 723 }, "recalled": 75, "queries": [ "Marvel Cinematic Universe movies", "MCU movies", "Star Wars films", "Star Wars movies", "watched Marvel", "watched Star Wars" ], "blockRows": 67, "blockChars": 36873, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:57:57.312Z" } } }, { "id": "3a704032", "type": "multi-session", "question": "How many plants did I acquire in the last month?", "answer": "3", "abstain": false, "mem": "on", "response": "Based on the excerpts provided:\n\n* Peace lily: bought two weeks before 2023-05-20 (2023-05-06)\n* Succulent plant: bought two weeks before 2023-05-20 (2023-05-06)\n* Snake plant: received from sister \"last month\" (mentioned on 2023-05-25)\n\nTotal: 3 plants (some may be missing if you acquired others not mentioned in the conversations).\n\n3", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": true, "f1": 0.0351, "ms": 41362, "ingest": { "rows": 734, "ms": 126, "cached": 734 }, "recalled": 77, "queries": [ "bought a plant", "got a new plant", "purchased plant", "plant delivery", "added a plant", "new plant" ], "blockRows": 46, "blockChars": 36298, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:57:59.452Z" } } }, { "id": "gpt4_d84a3211", "type": "multi-session", "question": "How much total money have I spent on bike-related expenses since the start of the year?", "answer": "$185", "abstain": false, "mem": "on", "response": "Based on the excerpts provided, you have the following bike-related expenses:\n\n* **Chain replacement** (April 20th): $25\n* **Bike lights** (April 20th): $40\n\nTotal: $65", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": false, "f1": 0, "ms": 26220, "ingest": { "rows": 752, "ms": 152, "cached": 752 }, "recalled": 108, "queries": [ "bike purchase", "bicycle repair", "bike accessories", "cycling gear", "bike maintenance", "bike parts" ], "blockRows": 48, "blockChars": 36064, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T04:58:01.423Z" } } }, { "id": "aae3761f", "type": "multi-session", "question": "How many hours in total did I spend driving to my three road trip destinations combined?", "answer": "15 hours for getting to the three destinations (or 30 hours for the round trip)", "abstain": false, "mem": "on", "response": "Based on the excerpts provided, here are the driving times for your three road trip destinations:\n\n* **Outer Banks, North Carolina**: 4 hours (mentioned on 2023-05-21)\n* **Mountains in Tennessee**: 5 hours (mentioned on 2023-05-21)\n* **Washington D.C.**: 6 hours (mentioned on 2023-05-26)\n\nTotal: 4 + 5 + 6 = 15 hours.\n\n15 hours", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.2121, "ms": 46115, "ingest": { "rows": 725, "ms": 150, "cached": 725 }, "recalled": 120, "queries": [ "road trip destination 1 driving time", "road trip destination 2 driving time", "road trip destination 3 driving time", "how long did it take to drive", "hours spent driving", "road trip travel time" ], "blockRows": 51, "blockChars": 36727, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:58:03.549Z" } } }, { "id": "gpt4_f2262a51", "type": "multi-session", "question": "How many different doctors did I visit?", "answer": "I visited three different doctors: a primary care physician, an ENT specialist, and a dermatologist.", "abstain": false, "mem": "on", "response": "You visited the following doctors:\n\n* Dr. Lee (biopsy for a mole on your back) - 2023-05-20\n* Dr. Smith (primary care physician; diagnosed UTI) - 2023-05-21\n* Dr. Patel (ENT specialist; diagnosed chronic sinusitis) - 2023-05-22\n\nTotal: 3", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.2857, "ms": 31769, "ingest": { "rows": 739, "ms": 151, "cached": 739 }, "recalled": 132, "queries": [ "doctor", "physician", "medical appointment", "clinic", "hospital", "specialist" ], "blockRows": 67, "blockChars": 37034, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:58:05.527Z" } } }, { "id": "dd2973ad", "type": "multi-session", "question": "What time did I go to bed on the day before I had a doctor's appointment?", "answer": "2 AM", "abstain": false, "mem": "on", "response": "You had a doctor's appointment on Thursday (2023-05-18, based on the conversation on 2023-05-24), and you mentioned that you \"didn't get to bed until 2 AM last Wednesday\" (2023-05-17), which made Thursday morning a struggle.\n\n2 AM", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0909, "ms": 30183, "ingest": { "rows": 765, "ms": 135, "cached": 765 }, "recalled": 119, "queries": [ "doctor's appointment", "went to the doctor", "medical appointment", "went to bed", "bedtime", "slept at" ], "blockRows": 65, "blockChars": 37068, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T04:58:07.570Z" } } }, { "id": "c4a1ceb8", "type": "multi-session", "question": "How many different types of citrus fruits have I used in my cocktail recipes?", "answer": "3", "abstain": false, "mem": "on", "response": "Based on the excerpts provided, you have used the following citrus fruits in your cocktail recipes:\n\n* **Orange**: used in homemade orange bitters (2023-05-21)\n* **Lemon**: used in the Cucumber Gimlet (2023-05-30)\n* **Lime**: used in the classic Daiquiri (2023-05-25) and the Cucumber Gimlet (2023-05-30)\n\nTotal: 3", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0417, "ms": 36942, "ingest": { "rows": 738, "ms": 151, "cached": 738 }, "recalled": 67, "queries": [ "lemon cocktail", "lime cocktail", "orange cocktail", "grapefruit cocktail", "pomelo cocktail", "citrus cocktail" ], "blockRows": 52, "blockChars": 36174, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:58:09.679Z" } } }, { "id": "gpt4_a56e767c", "type": "multi-session", "question": "How many movie festivals that I attended?", "answer": "I attended four movie festivals.", "abstain": false, "mem": "on", "response": "Based on the excerpts provided, you attended the following movie festivals:\n\n* **Austin Film Festival**: Participated in the 48-hour film challenge (mentioned on 2023-05-21).\n* **Seattle International Film Festival**: Attended a Q&A session for \"The Weight of Water\" (mentioned on 2023-05-21).\n* **Portland Film Festival**: Volunteered for event coordination and assisted with a Rachel Morrison masterclass (mentioned on 2023-05-25).\n* **AFI Fest** in LA: Attended a screening and Q&A for \"Joker\" (mentioned on 2023-05-26).\n\nTotal: 4", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0759, "ms": 49456, "ingest": { "rows": 736, "ms": 136, "cached": 736 }, "recalled": 91, "queries": [ "movie festival", "film festival", "attended a festival", "went to a film festival", "cinema festival", "film fest" ], "blockRows": 48, "blockChars": 36097, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:58:11.747Z" } } }, { "id": "6cb6f249", "type": "multi-session", "question": "How many days did I take social media breaks in total?", "answer": "17 days", "abstain": false, "mem": "on", "response": "You have mentioned taking social media breaks on the following dates:\n* Mid-January: 7 days (\"a week-long break\")\n* Mid-February: 10 days (\"a 10-day break\")\n\nTotal: 17 days", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1379, "ms": 23715, "ingest": { "rows": 719, "ms": 92, "cached": 719 }, "recalled": 98, "queries": [ "social media break", "digital detox", "off social media", "deleted instagram", "deleted facebook", "staying off twitter" ], "blockRows": 58, "blockChars": 36422, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T04:58:13.740Z" } } }, { "id": "46a3abf7", "type": "multi-session", "question": "How many tanks do I currently have, including the one I set up for my friend's kid?", "answer": "3", "abstain": false, "mem": "on", "response": "You have mentioned the following tanks:\n* A 1-gallon tank set up for a friend's kid (2023-05-21)\n* A 20-gallon community tank named \"Amazonia\" (2023-05-23, 2023-05-27)\n\nTotal: 2 tanks (Note: You also mentioned an old 5-gallon tank with a betta fish named Finley, but referred to it as your \"old tank\" on 2023-05-23).\n\n2", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": false, "f1": 0, "ms": 37607, "ingest": { "rows": 764, "ms": 164, "cached": 764 }, "recalled": 93, "queries": [ "tanks", "fish tank", "aquarium", "set up tank for friend's kid", "bought a tank", "new aquarium" ], "blockRows": 46, "blockChars": 35994, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No", "at": "2026-10-03T04:58:15.781Z" } } }, { "id": "36b9f61e", "type": "multi-session", "question": "What is the total amount I spent on luxury items in the past few months?", "answer": "$2,500", "abstain": false, "mem": "on", "response": "Based on the excerpts provided, you have mentioned the following luxury purchases:\n\n* Luxury evening gown (2023-05-24): $800\n* Gucci designer handbag (2023-05-25): $1,200\n* Leather boots from a high-end Italian designer (2023-05-28): $500\n\nTotal: $2,500", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0976, "ms": 35811, "ingest": { "rows": 757, "ms": 110, "cached": 757 }, "recalled": 78, "queries": [ "luxury purchase", "bought expensive", "spent on luxury", "designer item", "high-end purchase", "luxury shopping" ], "blockRows": 50, "blockChars": 36269, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:58:17.883Z" } } }, { "id": "28dc39ac", "type": "multi-session", "question": "How many hours have I spent playing games in total?", "answer": "140 hours", "abstain": false, "mem": "on", "response": "Based on the excerpts provided, you have mentioned your playtime for the following games:\n\n* **The Last of Us Part II (Hard difficulty):** 30 hours (mentioned on 2023-05-25)\n* **The Last of Us Part II (Normal difficulty):** 25 hours (mentioned on 2023-05-29)\n* **Celeste:** 10 hours (mentioned on 2023-05-27)\n* **Hyper Light Drifter:** 5 hours (mentioned on 2023-05-23)\n\nTotal: 70 hours.\n\nPlease note that this total only includes the games where you explicitly stated your completion time; other games you have played may be missing from this count.\n\n70 hours", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": false, "f1": 0.022, "ms": 54212, "ingest": { "rows": 691, "ms": 195, "cached": 691 }, "recalled": 99, "queries": [ "played games", "gaming hours", "hours spent gaming", "gameplay time", "how long I played", "gaming session" ], "blockRows": 56, "blockChars": 36130, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No", "at": "2026-10-03T04:58:19.893Z" } } }, { "id": "gpt4_2f8be40d", "type": "multi-session", "question": "How many weddings have I attended in this year?", "answer": "I attended three weddings. The couples were Rachel and Mike, Emily and Sarah, and Jen and Tom.", "abstain": false, "mem": "on", "response": "Based on the excerpts provided, you have attended the following weddings in 2023:\n\n1. Your cousin Rachel's wedding at a vineyard in August (mentioned 2023-10-15).\n2. Your friend Jen's wedding at a rustic barn last weekend (mentioned 2023-10-15).\n3. Your college roommate Emily's wedding in the city (mentioned 2023-10-15).\n4. Your sister's wedding (mentioned 2023-10-15).\n\nTotal: 4 weddings.", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": false, "f1": 0.1235, "ms": 37934, "ingest": { "rows": 732, "ms": 124, "cached": 732 }, "recalled": 100, "queries": [ "wedding", "married", "marriage", "ceremony", "reception", "invited to a wedding" ], "blockRows": 51, "blockChars": 36140, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T04:58:21.936Z" } } }, { "id": "2e6d26dc", "type": "multi-session", "question": "How many babies were born to friends and family members in the last few months?", "answer": "5", "abstain": false, "mem": "on", "response": "Based on the excerpts, here are the babies born to friends and family members:\n\n* **Max** (cousin Rachel's son): Born in March (2023-05-13)\n* **Charlotte** (friends Mike and Emma's daughter): Born around March (stated as \"around the same time\" as Max) (2023-05-13)\n* **Ava** (aunt's daughter): Born in April (2023-05-13)\n* **Lily** (aunt's daughter): Born in April (2023-05-13)\n* **Jasper** (friend David's son): Born a few weeks before 2023-05-13 (2023-05-13)\n\nTotal: 5 babies.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0244, "ms": 52030, "ingest": { "rows": 742, "ms": 165, "cached": 742 }, "recalled": 108, "queries": [ "baby born", "new baby", "congratulations baby", "having a baby", "baby announcement", "born" ], "blockRows": 50, "blockChars": 36302, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:58:23.962Z" } } }, { "id": "gpt4_15e38248", "type": "multi-session", "question": "How many pieces of furniture did I buy, assemble, sell, or fix in the past few months?", "answer": "4", "abstain": false, "mem": "on", "response": "Based on the excerpts provided, you have mentioned the following pieces of furniture:\n\n* **Scratch guards** (bought on 2023-05-23)\n* **Coffee table** (bought from West Elm, mentioned on 2023-05-26)\n* **Kitchen table** (fixed a wobbly leg on 2023-05-18, as mentioned on 2023-05-26)\n* **IKEA bookshelf** (assembled about two months before 2023-05-29)\n\nTotal: 4 items.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0345, "ms": 44281, "ingest": { "rows": 726, "ms": 152, "cached": 726 }, "recalled": 94, "queries": [ "bought furniture", "assembled furniture", "put together furniture", "sold furniture", "fixed furniture", "repaired furniture" ], "blockRows": 46, "blockChars": 36247, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:58:26.001Z" } } }, { "id": "88432d0a", "type": "multi-session", "question": "How many times did I bake something in the past two weeks?", "answer": "4", "abstain": false, "mem": "on", "response": "Based on the excerpts, here are the times you baked something in the past two weeks (from 2023-05-16 to 2023-05-30):\n\n* **Cookies**: Baked on Thursday, 2023-05-18 (mentioned as \"last Thursday\" on 2023-05-24 and 2023-05-28).\n* **Chocolate cake**: Baked \"last weekend\" relative to 2023-05-30, which would be around 2023-05-20 or 2023-05-21.\n* **Whole wheat baguette**: Baked on Saturday, 2023-05-20 (mentioned as \"last Saturday\" on 2023-05-30).\n\nTotal: 3 times.", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": false, "f1": 0, "ms": 49941, "ingest": { "rows": 741, "ms": 192, "cached": 741 }, "recalled": 117, "queries": [ "baked", "baking", "oven", "cake", "cookies", "bread" ], "blockRows": 49, "blockChars": 36299, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T04:58:28.039Z" } } }, { "id": "80ec1f4f", "type": "multi-session", "question": "How many different museums or galleries did I visit in the month of February?", "answer": "2", "abstain": false, "mem": "on", "response": "You visited the following museums or galleries in February:\n* Natural History Museum: visited on 2/8 (2023-02-08)\n* The Art Cube: visited on 15th February (2023-02-15)\n\nTotal: 2", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0667, "ms": 24895, "ingest": { "rows": 753, "ms": 168, "cached": 753 }, "recalled": 73, "queries": [ "museum February", "gallery February", "visited museum", "visited gallery", "art gallery February", "museum trip February" ], "blockRows": 59, "blockChars": 36349, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T04:58:30.154Z" } } }, { "id": "d23cf73b", "type": "multi-session", "question": "How many different cuisines have I learned to cook or tried out in the past few months?", "answer": "4", "abstain": false, "mem": "on", "response": "Based on the excerpts provided, you have tried out or learned to cook the following cuisines:\n\n* **Thai**: You asked about and expressed interest in Pok Pok's authentic Thai cuisine on 2023-05-21.\n* **Ethiopian**: You mentioned you \"tried out a new Ethiopian restaurant in town last week\" on 2023-05-24.\n* **Indian**: You learned how to make chicken tikka masala in a class on Indian cuisine, mentioned on 2023-05-26.\n* **Korean**: You tried a recipe for Korean bibimbap from a cooking class's online library and learned to make kimchi in a fermentation workshop, mentioned on 2023-05-29 and 2023-05-30.\n* **Vegan**: You attended a class on vegan cuisine where you learned to make vegan lasagna, mentioned on 2023-05-30.\n\nTotal: 5 cuisines.", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": false, "f1": 0, "ms": 56196, "ingest": { "rows": 752, "ms": 179, "cached": 752 }, "recalled": 119, "queries": [ "cooked", "tried a new recipe", "learned to cook", "cuisine", "dinner", "restaurant" ], "blockRows": 48, "blockChars": 36269, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T04:58:32.213Z" } } }, { "id": "gpt4_7fce9456", "type": "multi-session", "question": "How many properties did I view before making an offer on the townhouse in the Brookside neighborhood?", "answer": "I viewed four properties before making an offer on the townhouse in the Brookside neighborhood. The reasons I didn't make an offer on them were: the kitchen of the bungalow needed serious renovation, the property in Cedar Creek was out of my budget, the noise from the highway was a deal-breaker for the 1-bedroom condo, and my offer on the 2-bedroom condo was rejected due to a higher bid.", "abstain": false, "mem": "on", "response": "Based on the excerpts provided, you viewed the following properties before making an offer on the Brookside townhouse:\n\n1. A 3-bedroom bungalow in the Oakwood neighborhood (viewed on 2023-01-22)\n2. A property in Cedar Creek (viewed on 2023-02-01)\n3. A 2-bedroom condo (viewed on 2023-02-15)\n4. The 3-bedroom townhouse in the Brookside neighborhood (viewed on 2023-02-22)\n\nTotal: 4 properties (though you only made an offer on the Brookside townhouse and the 2-bedroom condo).\n\n4", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": false, "f1": 0.3788, "ms": 45052, "ingest": { "rows": 750, "ms": 152, "cached": 750 }, "recalled": 141, "queries": [ "Brookside townhouse offer", "viewed properties", "house hunting", "real estate agent", "property tour", "Brookside neighborhood" ], "blockRows": 47, "blockChars": 36324, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T04:58:34.267Z" } } }, { "id": "d682f1a2", "type": "multi-session", "question": "How many different types of food delivery services have I used recently?", "answer": "3", "abstain": false, "mem": "on", "response": "Based on the excerpts, you have mentioned using the following food delivery services:\n* Domino's Pizza (2023-05-22)\n* Uber Eats (2023-05-27)\n* Fresh Fusion (2023-05-30)\n\nTotal: 3", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0667, "ms": 27248, "ingest": { "rows": 725, "ms": 142, "cached": 725 }, "recalled": 161, "queries": [ "Uber Eats", "DoorDash", "Grubhub", "Postmates", "Instacart", "food delivery" ], "blockRows": 66, "blockChars": 36851, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:58:36.317Z" } } }, { "id": "7024f17c", "type": "multi-session", "question": "How many hours of jogging and yoga did I do last week?", "answer": "0.5 hours", "abstain": false, "mem": "on", "response": "The provided excerpts do not contain information about how many hours of jogging or yoga you actually completed last week.\n\nThe excerpts mention that you used to practice yoga three times a week for 2 hours each (from 2023-05-22) and that you planned to schedule yoga for Monday, Wednesday, and Friday mornings at 7:00 am (from 2023-05-22), but there is no record of completed hours.\n\n0 hours of jogging and yoga recorded.", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": true, "f1": 0.0519, "ms": 38508, "ingest": { "rows": 743, "ms": 140, "cached": 743 }, "recalled": 87, "queries": [ "jogging last week", "yoga last week", "ran last week", "did yoga last week", "jogging duration", "yoga duration" ], "blockRows": 52, "blockChars": 36102, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T04:58:38.372Z" } } }, { "id": "gpt4_5501fe77", "type": "multi-session", "question": "Which social media platform did I gain the most followers on over the past month?", "answer": "TikTok", "abstain": false, "mem": "on", "response": "Based on the excerpts:\n\n* **Twitter**: Your follower count jumped from 420 to 540 over the past month, which is a gain of **120 followers** (mentioned on 2023-05-29).\n* **TikTok**: You gained around **200 followers** over the past three weeks (mentioned on 2023-05-29).\n* **Facebook**: Your follower count has remained steady at around **800** (mentioned on 2023-05-30).\n* **Instagram**: No specific follower growth numbers were provided.\n\nComparing the available data, you gained the most followers on TikTok.\n\nTikTok", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0267, "ms": 47541, "ingest": { "rows": 780, "ms": 159, "cached": 780 }, "recalled": 69, "queries": [ "followers count", "gained followers", "Instagram followers", "Twitter followers", "TikTok followers", "LinkedIn followers" ], "blockRows": 46, "blockChars": 36053, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:58:40.551Z" } } }, { "id": "gpt4_2ba83207", "type": "multi-session", "question": "Which grocery store did I spend the most money at in the past month?", "answer": "Thrive Market", "abstain": false, "mem": "on", "response": "Based on the excerpts provided, here are the grocery stores you spent money at in the past month:\n\n* **Thrive Market**: Around $150 (online order placed \"last month\" as of 2023-05-26)\n* **Walmart**: Around $120 (spent on 2023-05-20, which was \"last Saturday\" as of 2023-05-26)\n* **Trader Joe's**: Around $80 (spent the week before 2023-05-29)\n* **Publix**: Around $60 (via Instacart, ordered the week before 2023-05-30)\n\nThe store you spent the most money at was Thrive Market.\n\nThrive Market", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0494, "ms": 46662, "ingest": { "rows": 738, "ms": 121, "cached": 738 }, "recalled": 130, "queries": [ "grocery store", "supermarket", "spent", "bought", "receipt", "cost" ], "blockRows": 60, "blockChars": 36641, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:58:42.486Z" } } }, { "id": "2318644b", "type": "multi-session", "question": "How much more did I spend on accommodations per night in Hawaii compared to Tokyo?", "answer": "$270", "abstain": false, "mem": "on", "response": "To calculate the difference in spending on accommodations per night:\n\n* **Hawaii (Maui):** You booked a luxurious resort that costs over $300 per night (mentioned on 2023-05-24).\n* **Tokyo:** You stayed in a hostel that cost around $30 the night you went solo last January (mentioned on 2023-05-26).\n\nCalculation: $300 (Maui) - $30 (Tokyo) = $270.\n\nYou spent over $270 more per night in Hawaii than in Tokyo.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0308, "ms": 36660, "ingest": { "rows": 763, "ms": 162, "cached": 763 }, "recalled": 112, "queries": [ "Hawaii hotel cost", "Hawaii accommodation price", "Hawaii Airbnb", "Tokyo hotel cost", "Tokyo accommodation price", "Tokyo Airbnb" ], "blockRows": 60, "blockChars": 36492, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:58:44.583Z" } } }, { "id": "2ce6a0f2", "type": "multi-session", "question": "How many different art-related events did I attend in the past month?", "answer": "4", "abstain": false, "mem": "on", "response": "Based on the excerpts provided, you attended the following art-related events in the past month (between 2023-02-08 and 2023-03-08):\n\n* **\"Women in Art\" exhibition**: attended on February 10th\n* **\"Art Afternoon\" event at the Children's Museum**: volunteered on February 17th\n* **Guided tour at the History Museum**: attended on February 24th\n* **Lecture on 'The Evolution of Street Art' at the Art Gallery**: attended on March 3rd\n\nTotal: 4 events", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0303, "ms": 42211, "ingest": { "rows": 729, "ms": 164, "cached": 729 }, "recalled": 107, "queries": [ "art gallery", "museum", "exhibition", "painting class", "art show", "concert" ], "blockRows": 49, "blockChars": 36096, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:58:46.681Z" } } }, { "id": "gpt4_d12ceb0e", "type": "multi-session", "question": "What is the average age of me, my parents, and my grandparents?", "answer": "59.6", "abstain": false, "mem": "on", "response": "Based on the provided excerpts, I have the following ages:\n* **User**: 32 (stated on 2023-05-26 and 2023-05-27)\n* **Mother**: 55 (stated on 2023-05-23)\n* **Father**: 58 (stated on 2023-05-23)\n\nThe excerpts do not contain the ages of your grandparents. Because their ages are missing, I cannot calculate the average for the entire group.\n\nThe average age of you and your parents is (32 + 55 + 58) / 3 = 48.33.\n\nThe excerpts do not provide the grandparents' ages to complete this calculation.", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": true, "f1": 0, "ms": 50017, "ingest": { "rows": 741, "ms": 199, "cached": 741 }, "recalled": 79, "queries": [ "my age", "my father's age", "my mother's age", "my paternal grandfather's age", "my paternal grandmother's age", "my maternal grandparents' ages" ], "blockRows": 53, "blockChars": 36738, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T04:58:48.668Z" } } }, { "id": "00ca467f", "type": "multi-session", "question": "How many doctor's appointments did I go to in March?", "answer": "2", "abstain": false, "mem": "on", "response": "Based on the excerpts provided, you went to the following doctor's appointments in March:\n\n* **March 3rd**: Primary care physician, Dr. Smith (Conversation on 2023-03-27, session answer_39900a0a_1)\n* **March 20th**: Orthopedic surgeon, Dr. Thompson (Conversation on 2023-03-27, session answer_39900a0a_3)\n\nTotal: 2", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0426, "ms": 33397, "ingest": { "rows": 748, "ms": 145, "cached": 748 }, "recalled": 119, "queries": [ "doctor appointment March", "dentist appointment March", "medical visit March", "physician March", "clinic March", "hospital March" ], "blockRows": 53, "blockChars": 36489, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:58:50.781Z" } } }, { "id": "b3c15d39", "type": "multi-session", "question": "How many days did it take for me to receive the new remote shutter release after I ordered it?", "answer": "5 days. 6 days (including the last day) is also acceptable.", "abstain": false, "mem": "on", "response": "You ordered the new remote shutter release on February 5th and it arrived on February 10th.\n\nFebruary 10 - February 5 = 5 days.\n\nIt took 5 days to receive the new remote shutter release.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1463, "ms": 28789, "ingest": { "rows": 729, "ms": 109, "cached": 729 }, "recalled": 100, "queries": [ "ordered remote shutter release", "received remote shutter release", "remote shutter release delivery", "shutter release arrived", "shutter release order date", "shutter release shipping" ], "blockRows": 52, "blockChars": 37008, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:58:52.813Z" } } }, { "id": "gpt4_31ff4165", "type": "multi-session", "question": "How many health-related devices do I use in a day?", "answer": "4", "abstain": false, "mem": "on", "response": "Based on the excerpts, you use the following health-related devices:\n\n* **Fitbit Versa 3**: Used to track activity levels and sleep patterns (Conversation on 2023-05-27).\n* **Accu-Chek Aviva Nano system**: Used to test blood sugar levels three times a day (Conversation on 2023-05-27).\n* **Nebulizer machine**: Used for treatments (Conversation on 2023-05-30).\n\nTotal: 3 devices.", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": false, "f1": 0, "ms": 37179, "ingest": { "rows": 705, "ms": 134, "cached": 705 }, "recalled": 121, "queries": [ "smartwatch", "fitness tracker", "blood pressure monitor", "glucose monitor", "heart rate monitor", "health device" ], "blockRows": 46, "blockChars": 36467, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T04:58:54.809Z" } } }, { "id": "eeda8a6d", "type": "multi-session", "question": "How many fish are there in total in both of my aquariums?", "answer": "17", "abstain": false, "mem": "on", "response": "Based on the conversations, here are the fish mentioned:\n\n**20-gallon tank (from 2023-05-22):**\n* 10 neon tetras\n* 5 golden honey gouramis\n* 1 small pleco catfish\n\n**10-gallon tank (from 2023-05-27):**\n* 1 betta fish (Bubbles)\n\nTotal: 10 + 5 + 1 + 1 = 17\n\nThere are 17 fish in total.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0408, "ms": 42664, "ingest": { "rows": 761, "ms": 155, "cached": 761 }, "recalled": 88, "queries": [ "fish in aquarium", "bought fish", "added fish to tank", "number of fish", "first aquarium", "second aquarium" ], "blockRows": 55, "blockChars": 36497, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:58:56.826Z" } } }, { "id": "2788b940", "type": "multi-session", "question": "How many fitness classes do I attend in a typical week?", "answer": "5", "abstain": false, "mem": "on", "response": "Based on the excerpts, you attend the following fitness classes:\n\n* **BodyPump**: Mondays at 6:30 PM (mentioned 2023-05-20, 2023-05-30)\n* **Zumba**: Tuesdays and Thursdays (mentioned 2023-05-20)\n* **Hip Hop Abs**: Saturdays at 10:00 AM (mentioned 2023-05-30)\n* **Yoga**: Sundays at 6:00 PM (mentioned 2023-05-29)\n\nTotal: 5 classes.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0364, "ms": 42035, "ingest": { "rows": 726, "ms": 163, "cached": 726 }, "recalled": 107, "queries": [ "fitness class", "gym class", "yoga", "pilates", "spin", "workout session" ], "blockRows": 48, "blockChars": 36147, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:58:58.790Z" } } }, { "id": "60bf93ed", "type": "multi-session", "question": "How many days did it take for my laptop backpack to arrive after I bought it?", "answer": "5 days. 6 days (including the last day) is also acceptable.", "abstain": false, "mem": "on", "response": "Based on the excerpts:\n* Bought from Amazon on 1/15 (Conversation on 2023-01-24, session answer_e0956e0a_1).\n* Arrived on 1/20 (Conversation on 2023-01-24, session answer_e0956e0a_2).\n\nArithmetic: 20 - 15 = 5 days.\n\nIt took 5 days for your laptop backpack to arrive.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1071, "ms": 36602, "ingest": { "rows": 740, "ms": 106, "cached": 740 }, "recalled": 121, "queries": [ "laptop backpack bought", "laptop backpack ordered", "backpack delivery", "backpack arrived", "backpack shipping", "backpack tracking" ], "blockRows": 64, "blockChars": 36733, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:59:00.804Z" } } }, { "id": "9d25d4e0", "type": "multi-session", "question": "How many pieces of jewelry did I acquire in the last two months?", "answer": "3", "abstain": false, "mem": "on", "response": "Based on the excerpts provided:\n\n* **Silver necklace with a small pendant**: Acquired on April 15th (the 15th of last month relative to 2023-05-28)\n* **Engagement ring**: Acquired about a month before 2023-05-28\n* **Emerald earrings**: Mentioned as \"new\" on 2023-05-21\n\nTotal: 3 pieces (some other pieces may be missing as you mentioned accumulating \"quite a few pieces over the years\").\n\n3", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0333, "ms": 44623, "ingest": { "rows": 746, "ms": 158, "cached": 746 }, "recalled": 70, "queries": [ "bought jewelry", "purchased necklace", "bought ring", "bought earrings", "bought bracelet", "acquired jewelry" ], "blockRows": 50, "blockChars": 36080, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:59:02.920Z" } } }, { "id": "129d1232", "type": "multi-session", "question": "How much money did I raise in total through all the charity events I participated in?", "answer": "$5,850", "abstain": false, "mem": "on", "response": "You participated in the following charity events:\n* Charity walk: $250 (2023-05-01)\n* Charity yoga event: $600 (2023-05-01)\n* Bike-a-Thon for Cancer Research: $5,000 (2023-05-01)\n\nTotal: $5,850", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1176, "ms": 33742, "ingest": { "rows": 706, "ms": 101, "cached": 706 }, "recalled": 125, "queries": [ "charity event money raised", "fundraiser total", "donations collected", "amount raised for charity", "charity run total", "bake sale earnings" ], "blockRows": 48, "blockChars": 36540, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:59:05.145Z" } } }, { "id": "60472f9c", "type": "multi-session", "question": "How many projects have I been working on simultaneously, excluding my thesis?", "answer": "2", "abstain": false, "mem": "on", "response": "Based on the conversation on 2023-05-25, you mentioned creating separate Trello boards for the following projects in addition to your thesis:\n* Data Mining project (2023-05-25)\n* Database Systems project (2023-05-25)\n\nTotal: 2 projects.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0541, "ms": 28669, "ingest": { "rows": 735, "ms": 136, "cached": 735 }, "recalled": 119, "queries": [ "projects I'm working on", "current projects", "started a new project", "working on", "my projects", "active projects" ], "blockRows": 56, "blockChars": 36690, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:59:07.182Z" } } }, { "id": "gpt4_194be4b3", "type": "multi-session", "question": "How many musical instruments do I currently own?", "answer": "I currently own 4 musical instruments. I've had the Fender Stratocaster electric guitar for 5 years, the Yamaha FG800 acoustic guitar for 8 years, the 5-piece Pearl Export drum set for an unspecified amount of time, and the Korg B1 piano for 3 years.", "abstain": false, "mem": "on", "response": "Based on the excerpts, you own the following musical instruments:\n\n* **Pearl Export drum set** (mentioned 2023-05-22)\n* **Korg B1 digital piano** (mentioned 2023-05-22)\n* **Guitar** (mentioned 2023-05-22: \"I've been playing guitar for a while now\")\n\nTotal: 3 (Note: You mentioned thinking about getting a ukulele, but did not state that you have purchased one yet).\n\n3", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": false, "f1": 0.3265, "ms": 42403, "ingest": { "rows": 718, "ms": 144, "cached": 718 }, "recalled": 126, "queries": [ "bought a guitar", "bought a piano", "bought a violin", "bought a drum", "bought a keyboard", "bought a flute" ], "blockRows": 62, "blockChars": 36458, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T04:59:09.229Z" } } }, { "id": "a9f6b44c", "type": "multi-session", "question": "How many bikes did I service or plan to service in March?", "answer": "2", "abstain": false, "mem": "on", "response": "Based on the excerpts:\n\n* **Road bike**: Serviced at Pedal Power on March 10th.\n* **Commuter bike**: The user stated on 2023-03-20, \"I think it is time to replace [the front tire] this month, before April comes.\"\n\nTotal: 2 bikes.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0526, "ms": 31577, "ingest": { "rows": 728, "ms": 143, "cached": 728 }, "recalled": 69, "queries": [ "serviced bike March", "plan to service bike March", "bike maintenance March", "bike repair March", "scheduled bike service March", "fixed bike March" ], "blockRows": 55, "blockChars": 36448, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:59:11.220Z" } } }, { "id": "d851d5ba", "type": "multi-session", "question": "How much money did I raise for charity in total?", "answer": "$3,750", "abstain": false, "mem": "on", "response": "Based on the excerpts provided, here are the amounts you raised for charity:\n\n* **January 20th**: $2,000 for a local animal shelter\n* **February**: $500 for the American Cancer Society\n* **March 12th**: $250 for a local food bank\n* **April (year not specified)**: $5,000 for a local music education program\n* **Date not specified**: $1,000 for the local children's hospital (via a charity bake sale)\n\nTotal: $8,750", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": true, "f1": 0.0323, "ms": 37997, "ingest": { "rows": 792, "ms": 140, "cached": 792 }, "recalled": 79, "queries": [ "charity donation", "raised money", "fundraiser total", "donated to", "amount raised", "charity goal" ], "blockRows": 52, "blockChars": 36015, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No", "at": "2026-10-03T04:59:13.219Z" } } }, { "id": "5a7937c8", "type": "multi-session", "question": "How many days did I spend participating in faith-related activities in December?", "answer": "3 days.", "abstain": false, "mem": "on", "response": "Based on the excerpts provided, you participated in the following faith-related activities in December:\n\n* **December 10th**: Volunteered at the church's annual holiday food drive.\n* **December 17th**: Participated in a Bible study at your church.\n* **December 24th**: Attended midnight mass at St. Mary's Church.\n\nTotal: 3 days", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0851, "ms": 29986, "ingest": { "rows": 670, "ms": 92, "cached": 670 }, "recalled": 101, "queries": [ "December church", "December prayer", "December temple", "December faith", "December religious", "December meditation" ], "blockRows": 49, "blockChars": 36443, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:59:15.329Z" } } }, { "id": "gpt4_ab202e7f", "type": "multi-session", "question": "How many kitchen items did I replace or fix?", "answer": "I replaced or fixed five items: the kitchen faucet, the kitchen mat, the toaster, the coffee maker, and the kitchen shelves.", "abstain": false, "mem": "on", "response": "You have replaced or fixed the following kitchen items:\n\n* **Kitchen shelves**: Fixed (mentioned on 2023-05-20)\n* **Kitchen mat**: Replaced with a new one from IKEA (mentioned on 2023-05-21)\n* **Toaster**: Replaced with a toaster oven (mentioned on 2023-05-26 and 2023-05-30)\n* **Kitchen faucet**: Replaced with a new Moen touchless sensor faucet (mentioned on 2023-05-28)\n\nTotal: 4 items.", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": false, "f1": 0.3158, "ms": 47157, "ingest": { "rows": 726, "ms": 173, "cached": 726 }, "recalled": 88, "queries": [ "replaced kitchen", "fixed kitchen", "bought new kitchen appliance", "repaired kitchen", "kitchen broken", "new cookware" ], "blockRows": 64, "blockChars": 36492, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T04:59:17.498Z" } } }, { "id": "gpt4_e05b82a6", "type": "multi-session", "question": "How many times did I ride rollercoasters across all the events I attended from July to October?", "answer": "10 times", "abstain": false, "mem": "on", "response": "Based on the excerpts provided, here are the rollercoasters you rode between July and October:\n\n* **July**: Mako, Kraken, and Manta at SeaWorld San Diego (3 rides)\n* **October 8th**: Xcelerator at Knott's Berry Farm (1 ride)\n* **October 15th**: Revenge of the Mummy at Universal Studios Hollywood (3 rides)\n* **September 24th**: Space Mountain: Ghost Galaxy at Disneyland (3 rides)\n\nTotal: 10 rides.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0333, "ms": 39312, "ingest": { "rows": 745, "ms": 121, "cached": 745 }, "recalled": 84, "queries": [ "rollercoaster July", "rollercoaster August", "rollercoaster September", "rollercoaster October", "amusement park July to October", "theme park July to October" ], "blockRows": 54, "blockChars": 36416, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:59:19.533Z" } } }, { "id": "gpt4_731e37d7", "type": "multi-session", "question": "How much total money did I spend on attending workshops in the last four months?", "answer": "$720", "abstain": false, "mem": "on", "response": "Based on the provided excerpts, here are the costs for the workshops you attended:\n\n* **Writing workshop** (November): $200\n* **Mindfulness workshop** (December 12): $20\n* **Digital marketing workshop** (March 15-16): $500\n* **Photography workshop** (February 22): Free\n\nThe excerpts do not mention the cost of the entrepreneurship workshop attended in January.\n\nTotal spent: $720 (excluding the entrepreneurship workshop)", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": true, "f1": 0.04, "ms": 34969, "ingest": { "rows": 756, "ms": 160, "cached": 756 }, "recalled": 88, "queries": [ "workshop cost", "paid for workshop", "workshop fee", "workshop price", "workshop registration", "workshop ticket" ], "blockRows": 51, "blockChars": 36527, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:59:21.645Z" } } }, { "id": "edced276", "type": "multi-session", "question": "How many days did I spend in total traveling in Hawaii and in New York City?", "answer": "15 days", "abstain": false, "mem": "on", "response": "- New York City: 5 days (mentioned on 2023-05-21)\n- Hawaii: 10 days (mentioned on 2023-05-24)\n\nTotal: 15 days", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1739, "ms": 28214, "ingest": { "rows": 732, "ms": 167, "cached": 732 }, "recalled": 110, "queries": [ "Hawaii trip dates", "how long was I in Hawaii", "New York City trip dates", "how long was I in NYC", "Hawaii travel duration", "New York City travel duration" ], "blockRows": 61, "blockChars": 36847, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:59:23.759Z" } } }, { "id": "10d9b85a", "type": "multi-session", "question": "How many days did I spend attending workshops, lectures, and conferences in April?", "answer": "3 days", "abstain": false, "mem": "on", "response": "Based on the excerpts provided:\n\n* **Lecture on sustainable development**: Attended on April 10th (1 day).\n* **Workshop on machine learning**: Attended on April 17th and 18th (2 days).\n\nTotal: 3 days.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.129, "ms": 29306, "ingest": { "rows": 720, "ms": 163, "cached": 720 }, "recalled": 107, "queries": [ "April workshop", "April lecture", "April conference", "attended workshop April", "attended lecture April", "attended conference April" ], "blockRows": 51, "blockChars": 37124, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:59:25.694Z" } } }, { "id": "e3038f8c", "type": "multi-session", "question": "How many rare items do I have in total?", "answer": "99", "abstain": false, "mem": "on", "response": "Based on the conversations provided, you have mentioned the following rare items:\n\n* **Rare records**: 57 (mentioned on 2023-05-22)\n* **Rare coins**: 25 (mentioned on 2023-05-23)\n* **Rare books**: 5 (mentioned on 2023-05-22)\n\nTotal: 87 items.\n\nPlease note that you also mentioned an antique vase and a rare Beatles record, but the vase was not counted as it was not given a quantity, and the record was mentioned as having been sold.\n\n87", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": false, "f1": 0, "ms": 40669, "ingest": { "rows": 715, "ms": 141, "cached": 715 }, "recalled": 61, "queries": [ "rare item", "found a rare", "obtained rare", "collected rare", "rare loot", "rare gear" ], "blockRows": 48, "blockChars": 36256, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T04:59:27.634Z" } } }, { "id": "2b8f3739", "type": "multi-session", "question": "What is the total amount of money I earned from selling my products at the markets?", "answer": "$495", "abstain": false, "mem": "on", "response": "You earned money from the following market sales:\n* May 15th: $120 (12 bunches of fresh organic herbs)\n* May 29th: $225 (15 jars of homemade jam)\n* Summer Solstice Market: $150 (20 potted herb plants at $7.5 each)\n\nTotal: $495", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0513, "ms": 28845, "ingest": { "rows": 742, "ms": 184, "cached": 742 }, "recalled": 81, "queries": [ "market sales", "sold at market", "earnings from market", "market revenue", "market profit", "money made at market" ], "blockRows": 47, "blockChars": 36356, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:59:29.581Z" } } }, { "id": "1a8a66a6", "type": "multi-session", "question": "How many magazine subscriptions do I currently have?", "answer": "2", "abstain": false, "mem": "on", "response": "Based on the excerpts:\n\n* **The New Yorker**: Subscribed in early February (mentioned on 2023-04-01).\n* **Forbes**: Canceled in early March (mentioned on 2023-04-01).\n\nYou currently have 1 magazine subscription.\n\n1", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": false, "f1": 0, "ms": 26742, "ingest": { "rows": 765, "ms": 139, "cached": 765 }, "recalled": 109, "queries": [ "magazine subscription", "subscribed to magazine", "renewed magazine", "monthly magazine", "quarterly magazine", "magazine delivery" ], "blockRows": 55, "blockChars": 37019, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No", "at": "2026-10-03T04:59:31.569Z" } } }, { "id": "c2ac3c61", "type": "multi-session", "question": "How many online courses have I completed in total?", "answer": "5", "abstain": false, "mem": "on", "response": "Based on the excerpts:\n\n* You completed three courses on Coursera (mentioned on 2023-05-23).\n* You completed two courses on edX (mentioned on 2023-05-30).\n\nTotal: 5 courses.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.069, "ms": 26463, "ingest": { "rows": 782, "ms": 141, "cached": 782 }, "recalled": 102, "queries": [ "completed online course", "finished course", "certificate received", "course completion", "done with course", "completed certification" ], "blockRows": 49, "blockChars": 36215, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:59:33.654Z" } } }, { "id": "bf659f65", "type": "multi-session", "question": "How many music albums or EPs have I purchased or downloaded?", "answer": "3", "abstain": false, "mem": "on", "response": "Based on the excerpts provided:\n\n* **Happier Than Ever** by Billie Eilish: downloaded on Spotify (2023-05-20)\n* **Midnight Sky** (EP) by The Whiskey Wanderers: purchased at a festival merchandise booth (2023-05-20)\n\nTotal: 2 (Note: The assistant mentioned in two separate conversations that \"The Whiskey Wanderers\" and \"Midnight Sky\" are not real, but the user explicitly stated they purchased the EP).\n\n2", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": false, "f1": 0, "ms": 38386, "ingest": { "rows": 750, "ms": 124, "cached": 750 }, "recalled": 93, "queries": [ "purchased album", "downloaded album", "bought EP", "downloaded EP", "music purchase", "new album" ], "blockRows": 50, "blockChars": 36459, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T04:59:35.674Z" } } }, { "id": "gpt4_372c3eed", "type": "multi-session", "question": "How many years in total did I spend in formal education from high school to the completion of my Bachelor's degree?", "answer": "10 years", "abstain": false, "mem": "on", "response": "You spent the following years in formal education:\n* High school (Arcadia High School): 2010 to 2014 (4 years)\n* Bachelor's degree (UCLA): Completed in 2020, which took 4 years to complete.\n\nTotal: 8 years", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": false, "f1": 0.0571, "ms": 29514, "ingest": { "rows": 725, "ms": 142, "cached": 725 }, "recalled": 118, "queries": [ "high school graduation date", "started high school", "started college", "Bachelor's degree completion date", "graduated college", "university degree date" ], "blockRows": 49, "blockChars": 36959, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T04:59:37.642Z" } } }, { "id": "gpt4_2f91af09", "type": "multi-session", "question": "How many total pieces of writing have I completed since I started writing again three weeks ago, including short stories, poems, and pieces for the writing challenge?", "answer": "23", "abstain": false, "mem": "on", "response": "Based on the excerpts provided:\n\n* **Poems**: 17 poems (mentioned on 2023-05-21)\n* **Short stories**: 5 short stories (mentioned on 2023-05-28)\n* **Writing challenge pieces**: 1 piece titled \"The Smell of Old Books\" (mentioned on 2023-05-30)\n\nTotal: 23 pieces.\n\n23", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0476, "ms": 31847, "ingest": { "rows": 769, "ms": 165, "cached": 769 }, "recalled": 118, "queries": [ "short stories completed", "poems written", "writing challenge entries", "started writing again", "finished story", "finished poem" ], "blockRows": 46, "blockChars": 36181, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:59:40.401Z" } } }, { "id": "81507db6", "type": "multi-session", "question": "How many graduation ceremonies have I attended in the past three months?", "answer": "3", "abstain": false, "mem": "on", "response": "Based on the excerpts, you have attended the following graduation ceremonies:\n\n* **Emma's preschool graduation**: about two months ago (Conversation on 2023-07-21, session answer_da3c1266_1)\n* **Alex's leadership development program graduation**: a few weeks ago (Conversation on 2023-07-21, session answer_da3c1266_5)\n* **Rachel's master's degree graduation**: a couple of weeks ago (Conversation on 2023-07-21, session answer_da3c1266_2)\n\nTotal: 3", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0303, "ms": 39556, "ingest": { "rows": 766, "ms": 173, "cached": 766 }, "recalled": 100, "queries": [ "graduation ceremony", "grad ceremony", "commencement", "attended graduation", "went to graduation", "graduation party" ], "blockRows": 62, "blockChars": 37134, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:59:42.409Z" } } }, { "id": "88432d0a_abs", "type": "multi-session", "question": "How many times did I bake egg tarts in the past two weeks?", "answer": "The information provided is not enough. You did not mention baking egg tarts.", "abstain": true, "mem": "on", "response": "Based on the provided excerpts, there is no mention of you baking egg tarts. You mentioned baking a chocolate cake, a whole wheat baguette, and cookies, but not egg tarts.\n\n0", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0, "ms": 25287, "ingest": { "rows": 760, "ms": 195, "cached": 760 }, "recalled": 112, "queries": [ "baked egg tarts", "making egg tarts", "egg tart recipe", "oven egg tarts", "baked tarts", "egg tart batch" ], "blockRows": 52, "blockChars": 36326, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:59:44.467Z" } } }, { "id": "80ec1f4f_abs", "type": "multi-session", "question": "How many different museums or galleries did I visit in December?", "answer": "0. You did not mention visitng any museum in December", "abstain": true, "mem": "on", "response": "The provided excerpts do not contain any information about museums or galleries you visited in December.\n\n0", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": true, "f1": 1, "ms": 18349, "ingest": { "rows": 731, "ms": 170, "cached": 731 }, "recalled": 85, "queries": [ "museum December", "gallery December", "visited museum", "visited gallery", "art gallery December", "museum trip December" ], "blockRows": 49, "blockChars": 36235, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:59:46.486Z" } } }, { "id": "eeda8a6d_abs", "type": "multi-session", "question": "How many fish are there in my 30-gallon tank?", "answer": "The information provided is not enough. You did not mention that you have a 30-gallon tank.", "abstain": true, "mem": "on", "response": "The provided excerpts do not mention a 30-gallon tank; they only discuss a 10-gallon tank and a 20-gallon tank.\n\n0", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": true, "f1": 1, "ms": 24551, "ingest": { "rows": 715, "ms": 163, "cached": 715 }, "recalled": 74, "queries": [ "30-gallon tank", "bought fish", "added fish", "fish count", "new fish", "fish species" ], "blockRows": 50, "blockChars": 36464, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:59:48.583Z" } } }, { "id": "60bf93ed_abs", "type": "multi-session", "question": "How many days did it take for my iPad case to arrive after I bought it?", "answer": "The information provided is not enough. You did not mention buying an iPad case.", "abstain": true, "mem": "on", "response": "I am sorry, but the provided excerpts do not contain any information about you buying or receiving an iPad case.\n\nThe excerpts do not support the question.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": true, "f1": 1, "ms": 23286, "ingest": { "rows": 762, "ms": 155, "cached": 762 }, "recalled": 102, "queries": [ "iPad case order", "bought iPad case", "iPad case arrived", "iPad case delivery", "iPad case shipping", "received iPad case" ], "blockRows": 50, "blockChars": 37297, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:59:50.656Z" } } }, { "id": "edced276_abs", "type": "multi-session", "question": "How many days did I spend in total traveling in Hawaii and in Seattle?", "answer": "The information provided is not enough. You mentioned traveling for 10 days in Hawaii but did not mention abything about the trip to Seattle.", "abstain": true, "mem": "on", "response": "Based on the provided memory:\n\n* **Hawaii**: You mentioned on 2023-05-23 that you had to plan everything out for a 10-day trip.\n* **Seattle**: There is no mention of a trip to Seattle in the excerpts.\n\nTotal: 10 days (only Hawaii is mentioned).\n\n10 days", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": false, "f1": 0, "ms": 30972, "ingest": { "rows": 787, "ms": 160, "cached": 787 }, "recalled": 114, "queries": [ "Hawaii trip dates", "how long was I in Hawaii", "Seattle trip dates", "how long was I in Seattle", "Hawaii travel itinerary", "Seattle travel itinerary" ], "blockRows": 48, "blockChars": 36467, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:59:52.578Z" } } }, { "id": "gpt4_372c3eed_abs", "type": "multi-session", "question": "How many years in total did I spend in formal education from high school to the completion of my Master's degree?", "answer": "The information provided is not enough. You mentioned 4 years in high school (2010-2014), 2 years at PCC (2014-2016), and 4 years at UCLA (2016-2020). But you didn't mention the number of years you spend getting the Master's degree", "abstain": true, "mem": "on", "response": "Based on the excerpts provided:\n\n* **High School**: You attended Arcadia High School from 2010 to 2014 (4 years).\n* **Associate's Degree**: You earned an Associate's degree from Pasadena City College in May 2016 (approximately 2 years after high school).\n* **Bachelor's Degree**: You graduated from UCLA in 2020, which you stated \"took me four years to complete\" (4 years).\n* **Master's Degree**: While you mentioned you were \"considering pursuing a Master's degree in Computer Science,\" there is no record of you completing one.\n\nThe excerpts do not contain information regarding the completion of a Master's degree.\n\nTotal years in formal education mentioned (High School to Bachelor's): 10 years.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": true, "f1": 1, "ms": 49810, "ingest": { "rows": 756, "ms": 139, "cached": 756 }, "recalled": 112, "queries": [ "high school graduation date", "college start date", "undergraduate degree completion", "Bachelor's degree graduation", "Master's degree start date", "Master's degree completion" ], "blockRows": 55, "blockChars": 36967, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:59:54.598Z" } } }, { "id": "8a2466db", "type": "single-session-preference", "question": "Can you recommend some resources where I can learn more about video editing?", "answer": "The user would prefer responses that suggest resources specifically tailored to Adobe Premiere Pro, especially those that delve into its advanced settings. They might not prefer general video editing resources or resources related to other video editing software.", "abstain": false, "mem": "on", "response": "Based on your interest in using Adobe Premiere Pro, I recommend the following resources:\n\n**Official and Expert Guidance:**\n* **Adobe Premiere Pro's official documentation and tutorials**: For foundational and technical knowledge.\n* **YouTube Channels**: I previously recommended **Premiere Bro**, **Video Copilot**, and **Adobe Creative Cloud**.\n\n**Online Courses:**\n* **Platforms**: You can find structured learning on **Udemy**, **LinkedIn Learning**, and **Skillshare**.\n\n**Community Support:**\n* **Forums**: Check out **Reddit's r/premierepro** and the **Adobe Premiere Pro forum** to learn from other editors.\n\nSince you enjoy using Adobe Premiere Pro and have previously asked about advanced settings like the Lumetri Color Panel and color grading, these resources will help you continue building those specific skills.\n\nAdobe Premiere Pro's official documentation, tutorials, YouTube channels (Premiere Bro, Video Copilot, Adobe Creative Cloud), Udemy, LinkedIn Learning, Skillshare, r/premierepro, and the Adobe Premiere Pro forum.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1404, "ms": 61729, "ingest": { "rows": 752, "ms": 146, "cached": 752 }, "recalled": 110, "queries": [ "video editing resources", "learn video editing", "video editing courses", "video editing tutorials", "best software for video editing", "video editing tips" ], "blockRows": 51, "blockChars": 36670, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:59:56.597Z" } } }, { "id": "06878be2", "type": "single-session-preference", "question": "Can you suggest some accessories that would complement my current photography setup?", "answer": "The user would prefer suggestions of Sony-compatible accessories or high-quality photography gear that can enhance their photography experience. They may not prefer suggestions of other brands' equipment or low-quality gear.", "abstain": false, "mem": "on", "response": "Based on your current photography setup, here are some accessories that would complement your gear:\n\n**For your Sony A7R IV and 24-70mm f/2.8 lens:**\n* **A High-Quality Camera Bag**: You previously mentioned wanting a more comfortable and durable upgrade. Based on the brands I recommended, you might look into **Peak Design** or **Think Tank Photo**, as they are known for high-quality bags compatible with Sony systems.\n* **The Godox V1 Flash**: Since you decided to go with this flash, you should pair it with one of the protective cases we discussed, such as the **Godox V1 Hard Case** or the **Think Tank Photo Flash Pouch**.\n* **Power Solutions**: To keep your camera charged on the go, the **Anker PowerCore 20000 PD** or **Jackery Titan S 20000** would be excellent additions since they support USB-C PD charging for your A7R IV.\n* **Stability**: If you haven't already purchased it, the **Gitzo GT3543LS** tripod with its G-Lock Ultra system would provide professional-grade stability for your heavy-duty shooting needs.\n\n**For your candle business photography:**\n* **Styling Props**: Since you have eco-friendly candles, I previously recommended incorporating **nature-inspired elements** (pinecones, pebbles), **botanicals** (eucalyptus, rosemary), **reclaimed wood**, and **earth-toned fabrics** like linen or burlap to enhance your scenes.\n* **Backdrops**: Using **natural textures** such as stone, wood, or woven baskets would complement the organic feel of your brand.\n\n**For your editing workflow:**\n* **Software**: You already utilize **Adobe Photoshop** for adjustment and calibration, which is the industry standard for polishing your product and expressive shots.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1304, "ms": 86805, "ingest": { "rows": 718, "ms": 104, "cached": 718 }, "recalled": 136, "queries": [ "photography gear", "camera model", "lens", "tripod", "lighting equipment", "photography setup" ], "blockRows": 50, "blockChars": 36290, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T04:59:58.571Z" } } }, { "id": "75832dbd", "type": "single-session-preference", "question": "Can you recommend some recent publications or conferences that I might find interesting?", "answer": "The user would prefer suggestions related to recent research papers, articles, or conferences that focus on artificial intelligence in healthcare, particularly those that involve deep learning for medical image analysis. They would not be interested in general AI topics or those unrelated to healthcare.", "abstain": false, "mem": "on", "response": "Based on your goal of becoming an AI researcher in Robotics and Autonomous Systems and your specific interest in multi-agent and multimodal reinforcement learning, I recommend focusing on the following:\n\n**Peer-Reviewed AI Conferences**\nIn your conversation on 2023-05-23, you explicitly mentioned wanting to publish papers in these venues, which are the most prestigious for your field:\n* **NeurIPS** (Neural Information Processing Systems)\n* **ICML** (International Conference on Machine Learning)\n* **ICLR** (International Conference on Learning Representations)\n* **CVPR** (Conference on Computer Vision and Pattern Recognition)\n* **ICCV** (International Conference on Computer Vision)\n\n**Research Areas & Specific Interests**\nSince you are following the work of **Dr. Stefano V Aldrich** at the University of Edinburgh and are interested in **multi-agent and multimodal reinforcement learning**, I recommend searching for recent publications from the following entities mentioned in your goals:\n* **University of Edinburgh School of Informatics**, specifically research coming out of **CISA**, **ANC**, and **IPAB**.\n\n**Specific Paper Recommendations**\nIf you are still exploring the intersection of deep learning and medical image analysis (as discussed on 2023-05-22), you may find these previously suggested papers relevant:\n* **Multi-Modal Fusion**: \"Multi-Modal Fusion with Deep Neural Networks for Medical Image Analysis\" (Wang et al., 2019) or \"Fusion of Multi-Modal Medical Images using Deep Learning\" (Rajpurkar et al., 2020).\n* **Transfer Learning**: \"Deep Learning for Medical Image Analysis: A Survey\" (Shen et al., 2017).", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "Yes", "abstained": false, "f1": 0.1298, "ms": 79397, "ingest": { "rows": 725, "ms": 136, "cached": 725 }, "recalled": 171, "queries": [ "recent publications", "conferences I mentioned", "papers I liked", "research interests", "academic events", "reading list" ], "blockRows": 47, "blockChars": 36707, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T05:00:00.689Z" } } }, { "id": "0edc2aef", "type": "single-session-preference", "question": "Can you suggest a hotel for my upcoming trip to Miami?", "answer": "The user would prefer suggestions of hotels in Miami that offer great views, possibly of the ocean or the city skyline, and have unique features such as a rooftop pool or a hot tub on the balcony. They may not prefer suggestions of basic or budget hotels without these features.", "abstain": false, "mem": "on", "response": "I do not have any information in my memory about your preferences for Miami or a list of Miami hotels to recommend.", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": true, "f1": 0.2154, "ms": 19259, "ingest": { "rows": 739, "ms": 123, "cached": 739 }, "recalled": 95, "queries": [ "Miami hotel", "Miami trip", "Miami accommodation", "hotels in Miami", "where to stay in Miami", "Miami travel plans" ], "blockRows": 49, "blockChars": 35945, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T05:00:02.769Z" } } }, { "id": "35a27287", "type": "single-session-preference", "question": "Can you recommend some interesting cultural events happening around me this weekend?", "answer": "The user would prefer responses that suggest cultural events where they can practice their language skills, particularly Spanish and French. They would also appreciate if the event has a focus on language learning resources. They would not prefer events that do not provide opportunities for language practice or cultural exchange.", "abstain": false, "mem": "on", "response": "I do not have access to your current location, so I cannot recommend specific cultural events happening in your immediate area this weekend.\n\nHowever, based on your previous interest in language diversity, cultural exchange, and your desire to find events similar to the one you volunteered at last month, I can suggest these ways to find them:\n\n* **Online Platforms**: Search Eventbrite or Meetup using keywords like \"language festival,\" \"cultural exchange,\" or \"international festival.\"\n* **Local Institutions**: Reach out to local language schools, cultural centers, or the embassies and consulates of countries you are interested in (such as France or Spain, since you mentioned wanting to practice those languages).\n* **Community Groups**: Check local Facebook groups or community newsletters for diversity celebrations or heritage events.\n\nSince you are currently taking language exchange classes and have a tutor named Juan from Colombia, you might also ask him if he knows of any local Colombian or Latin American cultural gatherings happening this weekend.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": true, "f1": 0.1881, "ms": 52877, "ingest": { "rows": 766, "ms": 168, "cached": 766 }, "recalled": 127, "queries": [ "cultural events this weekend", "museum exhibitions", "concerts", "theater plays", "art galleries", "festivals" ], "blockRows": 53, "blockChars": 36355, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:00:04.702Z" } } }, { "id": "32260d93", "type": "single-session-preference", "question": "Can you recommend a show or movie for me to watch tonight?", "answer": "The user would prefer recommendations for stand-up comedy specials on Netflix, especially those that are known for their storytelling. They may not prefer recommendations for other genres or platforms.", "abstain": false, "mem": "on", "response": "Based on your interests in the memory excerpts, here are a few recommendations:\n\n* **If you want to lean into your interest in Ancient Egypt:** You might enjoy a documentary or a historical film. Since you were fascinated by a lecture series on the pyramids and the Sphinx (mentioned on 2023-05-27), a high-quality historical drama or a detailed documentary series about the pharaohs would be a great fit.\n* **If you are in the mood for comedy:** Since you are an aspiring stand-up comedian and admire the storytelling of John Mulaney (mentioned on 2023-05-29), I recommend watching one of the specials I previously suggested, such as **Hasan Minhaj: Homecoming King** or **Mike Birbiglia: My Girlfriend's Boyfriend**, to study their narrative arcs.\n* **If you want something gripping:** Given that you recently binged \"Crime Junkie\" in five days (mentioned on 2023-05-29), you might enjoy a true crime docuseries on Netflix or a gritty crime drama.\n\nDepending on your mood, I'd suggest either a storytelling-focused comedy special or an Ancient Egyptian documentary.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1489, "ms": 68053, "ingest": { "rows": 770, "ms": 204, "cached": 770 }, "recalled": 161, "queries": [ "shows I liked", "movies I enjoyed", "recommendations I asked for", "what I watched recently", "favorite genres", "TV series I mentioned" ], "blockRows": 74, "blockChars": 37101, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:00:06.707Z" } } }, { "id": "195a1a1b", "type": "single-session-preference", "question": "Can you suggest some activities that I can do in the evening?", "answer": "The user would prefer suggestions that involve relaxing activities that can be done in the evening, preferably before 9:30 pm. They would not prefer suggestions that involve using their phone or watching TV, as these activities have been affecting their sleep quality.", "abstain": false, "mem": "on", "response": "Based on your preferences and previous conversations, here are several suggestions for your evening activities:\n\n**For Winding Down (to prepare for sleep by 9:30 pm):**\nSince you expressed a desire to prepare for a good night's sleep, you can follow the wind-down routine discussed on 2023-05-30:\n* **Relaxation Techniques:** Spend 20-30 minutes reading a non-stimulating book, practicing deep breathing, or doing gentle yoga/stretching.\n* **Guided Meditation:** Use apps like Headspace, Calm, or Insight Timer, or try specific resources like \"Progressive Muscle Relaxation\" via the Meditation Studio app.\n* **Digital Detox:** Disconnect from all screens (phones, tablets, laptops) starting at 9:15 pm to avoid blue light.\n* **Personal Care:** Use the final minutes for a calming routine, such as washing your face or writing in a journal to clear your mind.\n\n**For Emotional Well-being and Healing:**\nGiven your interest in processing emotions and honoring your father (discussed on 2023-05-29):\n* **Guided Imagery:** You mentioned being interested in guided imagery exercises for coping with emotions. You could schedule these either first thing in the morning or right before bed to help you feel more centered.\n* **Reflection and Journaling:** Setting aside time in the evening to write about your memories and experiences can be a powerful way to process emotions.\n\n**For Creative Hobbies:**\nIf you have energy before your wind-down period begins:\n* **Painting:** You have been exploring cityscapes at sunset using fabric stamping and drybrushing (discussed on 2023-05-29). This could be a relaxing way to spend your early evening.\n\n**For Physical Health:**\nSince you recently finished 8 weeks of yoga and are looking for joint-friendly activities (discussed on 2023-05-30):\n* **Outdoor Yoga or Walking:** A gentle evening stroll or an outdoor yoga session in a quiet park could help you transition from your workday to your evening rest.\n\nDepending on your goal for the evening, you can mix these activities—perhaps starting with some painting or a gentle walk, followed by journaling, and ending with your structured 9:30 pm sleep preparation.", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": false, "f1": 0.1041, "ms": 111760, "ingest": { "rows": 762, "ms": 156, "cached": 762 }, "recalled": 129, "queries": [ "evening activities", "things to do at night", "nighttime hobbies", "evening plans", "what I did last night", "favorite evening routines" ], "blockRows": 47, "blockChars": 36347, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:00:08.920Z" } } }, { "id": "afdc33df", "type": "single-session-preference", "question": "My kitchen's becoming a bit of a mess again. Any tips for keeping it clean?", "answer": "The user would prefer responses that acknowledge and build upon their existing efforts to organize their kitchen, such as utilizing their new utensil holder to keep countertops clutter-free. They would also appreciate tips that address their concern for maintaining their granite surface, particularly around the sink area. Preferred responses would provide practical and actionable steps to maintain cleanliness, leveraging the user's current tools and setup. They might not prefer generic or vague suggestions that do not take into account their specific kitchen setup or concerns.", "abstain": false, "mem": "on", "response": "Based on your previous conversations, you've recently dealt with several specific kitchen issues (a leaky faucet, a garbage disposal that needed cleaning, and scratches on your granite countertops), and you've bought a new utensil holder to reduce clutter. \n\nUsing these details, here are some tips to keep your kitchen clean:\n\n* **Maintain Your Equipment:** To prevent the \"mess\" of malfunctions, keep up with the garbage disposal maintenance we discussed on 2023-05-22, such as using baking soda and vinegar or ice and rock salt to keep it clear and odor-free.\n* **Protect Your Surfaces:** Since you have granite countertops, remember to always use cutting boards and coasters/pads to prevent new scratches, and use only soft cloths for wiping them down.\n* **Stay Organized:** Use the utensil holder organization tips from 2023-05-22—specifically purging duplicates and assigning a \"home\" for each tool—to prevent countertops from becoming cluttered again.\n* **Clean as You Go:** Since you've been experimenting with recipes like Mushroom Bolognese (2023-05-29), try to clean your prep dishes and sauté pans in batches to keep the sink area manageable.\n\nThe excerpts do not contain a general \"kitchen cleaning guide,\" but they provide these specific maintenance and organization tips.\n\nStick to your utensil organization and regular disposal maintenance to keep the mess at bay.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": true, "f1": 0.2048, "ms": 67433, "ingest": { "rows": 765, "ms": 164, "cached": 765 }, "recalled": 132, "queries": [ "kitchen cleaning tips", "how to keep kitchen clean", "kitchen organization", "cleaning schedule", "cleaning hacks", "kitchen mess" ], "blockRows": 52, "blockChars": 36616, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:00:10.977Z" } } }, { "id": "caf03d32", "type": "single-session-preference", "question": "I've been struggling with my slow cooker recipes. Any advice on getting better results?", "answer": "The user would prefer responses that provide tips and advice specifically tailored to their slow cooker experiences, utilizing their recent success with beef stew and interest in making yogurt in the slow cooker. They might not prefer general slow cooker recipes or advice unrelated to their specific experiences and interests.", "abstain": false, "mem": "on", "response": "Based on your recent experiences with the slow cooker, here are a few pieces of advice to help you get better results:\n\n**For General Recipes:**\n* **Use Low Heat:** When making delicate items like yogurt, the assistant recommended using a \"low heat setting on your slow cooker to prevent the yogurt from scorching or burning\" (Conversation on 2023-05-30).\n* **Follow Temperature Guidelines:** For precision recipes, using a thermometer is \"highly recommended to ensure accurate temperature control and consistent yogurt making results\" (Conversation on 2023-05-30).\n\n**For Plant-Based/Vegan Recipes:**\nSince you mentioned you've been trying to eat more plant-based meals, the assistant suggested these tips for your vegan slow cooker dishes:\n* **Texture and Nutrition:** Use a variety of vegetables and experiment with different grains like quinoa, brown rice, or whole wheat pasta to add fiber and texture.\n* **Flavor Enhancement:** Don't be afraid to get creative with spices and seasonings, and consider adding a \"splash of vinegar or lemon juice to enhance flavors and aid digestion.\"\n* **Sodium Control:** If using canned beans or tomatoes, choose low-sodium options and rinse them with water.\n\n**For Cashew-Based Yogurt:**\nIf your struggles are specifically with the consistency of your cashew yogurt:\n* **Blending and Straining:** Ensure you blend the soaked cashews until smooth and use a cheesecloth or nut milk bag to strain out remaining solids.\n* **Ratios:** Adjust your cashew-to-water ratio; less water results in a thicker yogurt.\n* **Incubation:** Let the mixture incubate for 8-12 hours or overnight to allow the cultures to properly ferment and thicken.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "Yes", "abstained": false, "f1": 0.1565, "ms": 83754, "ingest": { "rows": 746, "ms": 102, "cached": 746 }, "recalled": 91, "queries": [ "slow cooker recipes", "crock pot", "slow cooker tips", "slow cooker mistakes", "slow cooker results", "slow cooker advice" ], "blockRows": 55, "blockChars": 36410, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T05:00:12.963Z" } } }, { "id": "54026fce", "type": "single-session-preference", "question": "I've been thinking about ways to stay connected with my colleagues. Any suggestions?", "answer": "The user would prefer responses that acknowledge their desire for social interaction and collaboration while working remotely, utilizing their previous experiences with company initiatives and team collaborations. They might prefer suggestions of virtual team-building activities, regular check-ins, or joining interest-based groups within the company. The user may not prefer generic suggestions that do not take into account their specific work situation or previous attempts at staying connected with colleagues.", "abstain": false, "mem": "on", "response": "Based on our previous conversation on 2023-05-25, I have several suggestions for socializing with your colleagues, especially since you mentioned enjoying the flexibility of working from home but missing \"watercooler conversations.\"\n\n**Ways to stay connected:**\n* **Virtual Coffee Breaks**: Schedule regular, informal video calls for casual chats.\n* **Online Team Activities**: Organize virtual games or team-building exercises like trivia or online escape rooms.\n* **Collaborative Projects**: Join working groups or cross-departmental projects to increase interaction.\n* **Social Channels**: Use platforms like Slack or Microsoft Teams to create informal chat groups for non-work topics.\n* **Recognition and Celebrations**: Hold virtual parties or shout-outs for birthdays, anniversaries, or milestones.\n* **Interest-Based Groups**: Start a book club or fitness challenge based on shared interests.\n\nIf you decide to go with the **virtual coffee breaks**, we previously discussed framing it as a collaborative suggestion in a team meeting and establishing ground rules—such as \"no work talk allowed\"—to ensure the atmosphere remains relaxed and focused on bonding.\n\nI am recommending these specific options because you previously expressed a desire for more social interactions while working remotely (Conversation on 2023-05-25).", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.2311, "ms": 63349, "ingest": { "rows": 724, "ms": 145, "cached": 724 }, "recalled": 149, "queries": [ "colleagues", "coworkers", "team bonding", "work friends", "staying in touch", "professional networking" ], "blockRows": 49, "blockChars": 36655, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:00:15.036Z" } } }, { "id": "06f04340", "type": "single-session-preference", "question": "What should I serve for dinner this weekend with my homegrown ingredients?", "answer": "The user would prefer dinner suggestions that incorporate their homegrown cherry tomatoes and herbs like basil and mint, highlighting recipes that showcase their garden produce. They might not prefer suggestions that do not utilize these specific ingredients or do not emphasize the use of homegrown elements.", "abstain": false, "mem": "on", "response": "Based on your garden harvests and recent cooking preferences, I recommend a dinner featuring your **cherry tomatoes, basil, and mint**.\n\nSince you are using homegrown ingredients, here are a few ideas:\n\n* **Main Course: Pesto Pasta with Cherry Tomatoes.** You can use your fresh basil to make a vibrant pesto (as recommended in the conversation on 2023-05-23: \"Blend basil with garlic, pine nuts, Parmesan, and olive oil\") and toss it with your harvested cherry tomatoes.\n* **Side/Appetizer: Caprese Salad.** Use your cherry tomatoes and fresh basil with mozzarella and balsamic glaze.\n* **Refreshing Touch: Mint-Infused Dish.** Since you've been using mint in your cooking, you could incorporate it into a side salad or a refreshing beverage to complement the meal.\n\nI am basing this on the detail from 2023-05-23 where you mentioned, \"I've been using basil and mint in my cooking lately. I've even harvested some cherry tomatoes from my garden.\"\n\nServe a Pesto Pasta with your homegrown cherry tomatoes and basil.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1379, "ms": 67613, "ingest": { "rows": 753, "ms": 127, "cached": 753 }, "recalled": 120, "queries": [ "what did I plant in my garden", "homegrown vegetables", "harvested from garden", "garden produce", "what is growing in my garden", "vegetables I grew" ], "blockRows": 47, "blockChars": 36465, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:00:17.082Z" } } }, { "id": "6b7dfb22", "type": "single-session-preference", "question": "I've been feeling a bit stuck with my paintings lately. Do you have any ideas on how I can find new inspiration?", "answer": "The user would prefer responses that build upon their existing sources of inspiration, such as revisiting Instagram art accounts or exploring new techniques from online tutorials. They might also appreciate suggestions that revisit previous themes they found enjoyable, like painting flowers. The user would not prefer generic or vague suggestions for finding inspiration, and would likely appreciate responses that utilize their recent 30-day painting challenge experience.", "abstain": false, "mem": "on", "response": "Based on your past conversations, you have already found inspiration from social media and are currently participating in a 30-day painting challenge (from your conversation on 2023-05-23). \n\nSince you enjoy painting flowers and are interested in realistic textures, you might consider these ideas tailored to your interests:\n\n* **Use your balcony garden**: You mentioned starting a small herb garden on your balcony (2023-05-21); these could serve as immediate, real-life references for your flower painting practice.\n* **Explore new techniques**: Since you were asking about palette knives and creating interesting textures (2023-05-23), trying a completely different tool or medium might break your creative block.\n* **Engage with your social circle**: You mentioned feeling disconnected recently (2023-05-20); joining a local art class or group, as previously suggested, could provide the external inspiration and feedback needed to get unstuck.\n\nTo help you stay focused once you find that inspiration, I previously recommended: \"Identify when you are most productive during the day and schedule your most challenging tasks during these periods.\"\n\nWhich of these sounds most appealing to you right now?", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1728, "ms": 65138, "ingest": { "rows": 722, "ms": 148, "cached": 722 }, "recalled": 140, "queries": [ "painting inspiration", "art block", "creative ideas for painting", "art projects", "painting techniques", "artistic inspiration" ], "blockRows": 54, "blockChars": 36766, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:00:19.095Z" } } }, { "id": "1a1907b4", "type": "single-session-preference", "question": "I've been thinking about making a cocktail for an upcoming get-together, but I'm not sure which one to choose. Any suggestions?", "answer": "Considering their mixology class background, the user would prefer cocktail suggestions that build upon their existing skills and interests, such as creative variations of classic cocktails or innovative twists on familiar flavors. They might appreciate recommendations that incorporate their experience with refreshing summer drinks like Pimm's Cup. The user would not prefer overly simplistic or basic cocktail recipes, and may not be interested in suggestions that don't take into account their mixology class background.", "abstain": false, "mem": "on", "response": "Based on your past conversations, I recommend making the **Pimm's Cup with a Twist**. \n\nI'm suggesting this because on 2023-05-21, you spent a significant amount of time refining this specific recipe. You decided to use **Hendrick's gin**, **Ruby Red Grapefruit simple syrup** (for a balanced flavor and pink hue), and decided to **muddle cucumber slices** rather than using juice to enhance the flavor and texture. You also planned to serve it in a **Collins glass** to showcase the colors and garnishes.\n\nIf you want something different, you could also try one of the other Hendrick's gin recipes mentioned on 2023-05-21, such as the Cucumber Gimlet, Rose Petal Spritz, Gin-Gin Mule, Summer Solstice, or Hendrick's High Tea.\n\nThe Pimm's Cup with a Twist.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1429, "ms": 51770, "ingest": { "rows": 775, "ms": 133, "cached": 775 }, "recalled": 155, "queries": [ "cocktail recipes", "drinks I liked", "cocktails I made", "favorite cocktails", "beverage suggestions", "mixing drinks" ], "blockRows": 65, "blockChars": 37040, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:00:21.052Z" } } }, { "id": "09d032c9", "type": "single-session-preference", "question": "I've been having trouble with the battery life on my phone lately. Any tips?", "answer": "The user would prefer responses that build upon their previous mention of purchasing a portable power bank, such as suggestions on how to optimize its use, like ensuring it's fully charged before use. They might also appreciate tips on utilizing battery-saving features on their phone. The user may not prefer responses that suggest alternative solutions or unrelated advice.", "abstain": false, "mem": "on", "response": "Based on our past conversations, you already own a **portable power bank** (mentioned on 2023-05-27), which is a great immediate solution for keeping your phone charged while on the go.\n\nSince I don't have a record of your specific phone model or current settings, here are some general tips to improve battery life:\n\n1. **Manage Display Settings:** Lower your screen brightness or enable \"Auto-Brightness.\" Also, reduce the screen timeout duration.\n2. **Check Battery-Draining Apps:** Go to your phone's battery settings to see which apps are consuming the most power. You can restrict background activity for apps you don't need running constantly.\n3. **Use Power Saving Modes:** Enable \"Low Power Mode\" or \"Battery Saver\" to automatically reduce background activity and performance to save energy.\n4. **Manage Connectivity:** Turn off Wi-Fi, Bluetooth, or GPS when you aren't using them, or switch to Airplane Mode in areas with very poor cellular reception, as your phone uses more battery searching for a signal.\n5. **Update Your Software:** Ensure your OS and apps are up to date, as updates often include battery optimization fixes.\n\nIf you are traveling or commuting (which you've mentioned doing frequently), remember to keep your portable power bank handy!", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": true, "f1": 0.1395, "ms": 71499, "ingest": { "rows": 726, "ms": 127, "cached": 726 }, "recalled": 137, "queries": [ "phone battery life", "battery draining", "phone battery tips", "battery settings", "battery health", "phone power saving" ], "blockRows": 52, "blockChars": 36636, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:00:23.001Z" } } }, { "id": "38146c39", "type": "single-session-preference", "question": "I've been feeling like my chocolate chip cookies need something extra. Any advice?", "answer": "The user would prefer responses that build upon their previous experimentation with turbinado sugar, suggesting ingredients or techniques that complement its richer flavor. They might not prefer generic cookie-making advice or suggestions that don't take into account their existing use of turbinado sugar.", "abstain": false, "mem": "on", "response": "Based on your past conversations, you enjoy experimenting with rich, complex flavors and adding texture to your bakes. Here are a few recommendations tailored to your preferences:\n\n* **Use Turbinado Sugar:** Since you found that turbinado sugar \"adds a richer flavor\" and provides \"caramel notes\" in your carrot cake experiments (2023-05-27), replacing some of the granulated sugar in your cookies with turbinado sugar would add a deeper, caramel-like complexity.\n* **Add a Touch of Salt:** You previously discussed how a \"pinch of flaky sea salt or kosher salt can enhance the flavor of turbinado sugar\" in cookies and brownies (2023-05-27); adding a sprinkle of flaky salt on top of your chocolate chip cookies would balance the sweetness.\n* **Incorporate Toasted Nuts:** You have an interest in adding crunch and nutty flavors, such as using \"sliced almonds on top\" of your clafoutis (2023-05-30) and exploring walnuts, pecans, or hazelnuts in carrot cake (2023-05-27). Adding toasted walnuts or pecans to your cookies would provide a similar \"wonderful texture and flavor.\"\n* **Experiment with Brown Butter:** In your carrot cake discussions, I recommended using brown butter for a \"deep, caramel flavor\" (2023-05-27). Browning the butter for your cookies would add a nutty, toasted depth that complements chocolate perfectly.\n\nThe recommendation to use turbinado sugar and flaky salt is based on your discovery that \"turbinado sugar adds a richer flavor\" (2023-05-27).\n\nTry replacing some sugar with turbinado sugar and adding a pinch of flaky sea salt.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1079, "ms": 86049, "ingest": { "rows": 790, "ms": 172, "cached": 790 }, "recalled": 135, "queries": [ "chocolate chip cookie recipe", "cookies baking tips", "adding ingredients to cookies", "best chocolate chip cookies", "cookie flavor improvements", "what I added to my cookies" ], "blockRows": 52, "blockChars": 36256, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:00:25.145Z" } } }, { "id": "d24813b1", "type": "single-session-preference", "question": "I'm thinking of inviting my colleagues over for a small gathering. Any tips on what to bake?", "answer": "The user would prefer baking suggestions that take into account their previous success with the lemon poppyseed cake, such as variations of that recipe or other desserts that share similar qualities. They might prefer suggestions that balance impressiveness with manageability, considering their previous experience. The user may not prefer overly complex or unfamiliar recipes, or suggestions that do not build upon their existing baking experience.", "abstain": false, "mem": "on", "response": "Based on your past experiences, you have a few great options to choose from:\n\n* **Lemon-flavored Cake:** Since you mentioned your lemon poppyseed cake \"was a hit\" when you made it for a colleague's going-away party (2023-05-29), you could make that again or try the **Lemon Lavender Pound Cake** we discussed.\n* **Chewy Chocolate Chip Cookies:** These are a \"classic favorite\" and would be a great addition to a gathering (2023-05-29).\n* **Rich Chocolate Cake:** You also have a recipe for a mocha-flavored chocolate cake with caramel ganache frosting if you want something more decadent (2023-05-29).\n\nSince you've already had success with lemon cake with your colleagues, that might be your safest and most popular bet!", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1356, "ms": 53950, "ingest": { "rows": 714, "ms": 144, "cached": 714 }, "recalled": 138, "queries": [ "what I baked for colleagues", "recipes I liked", "desserts I made", "baking tips", "favorite treats to share", "what people liked when I baked" ], "blockRows": 51, "blockChars": 36537, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:00:27.246Z" } } }, { "id": "57f827a0", "type": "single-session-preference", "question": "I was thinking about rearranging the furniture in my bedroom this weekend. Any tips?", "answer": "The user would prefer responses that take into account their existing plans to replace the bedroom dresser and their interest in mid-century modern style, suggesting furniture layouts that accommodate the new dresser and incorporate elements of this design aesthetic. They might not prefer general furniture arrangement tips or suggestions that do not consider their specific design preferences.", "abstain": false, "mem": "on", "response": "Based on your recent interests and home setup, here are some tips for rearranging your bedroom:\n\n* **Optimize for your new dresser**: Since you are designing a mid-century modern walnut dresser with tapered legs and a low profile, place it in a spot where its clean lines and \"sense of lightness\" can be appreciated without making the room feel bulky.\n* **Improve your Wi-Fi signal**: You mentioned experiencing slow speeds and disconnections with your laptop and smart speaker in the bedroom. When moving furniture, ensure you aren't placing large pieces of furniture (like a wardrobe or the new dresser) directly between your bedroom and the living room where your Asus RT-AC68U router is located, as this could further block the signal.\n* **Create a \"Wind-down\" Zone**: Since you've established a great habit of reading a self-help book for 20-30 minutes before sleep, make sure your bedside area is cozy and well-lit for reading to support your goal of getting back on track with your sleep schedule.\n* **Consider the flow**: As you mentioned wanting to \"maximize space\" and \"assign zones\" when organizing your bathroom cabinets, apply that same logic to your bedroom layout to ensure the room feels functional and uncluttered.\n\nSince you're doing this over the weekend, you might want to check the weather first, similar to how you planned for your Yosemite trip.\n\nWould you like some specific layout suggestions based on the size of your room?", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1625, "ms": 67935, "ingest": { "rows": 750, "ms": 117, "cached": 750 }, "recalled": 113, "queries": [ "bedroom furniture layout", "bedroom dimensions", "where is my bed", "bedroom furniture list", "rearranging bedroom", "bedroom floor plan" ], "blockRows": 54, "blockChars": 36460, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:00:29.307Z" } } }, { "id": "95228167", "type": "single-session-preference", "question": "I'm getting excited about my visit to the music store this weekend. Any tips on what to look for in a new guitar?", "answer": "The user would prefer responses that highlight the differences between Fender Stratocaster and Gibson Les Paul electric guitars, such as the feel of the neck, weight, and sound profile. They might not prefer general tips on buying an electric guitar or suggestions that do not take into account their current guitar and desired upgrade.", "abstain": false, "mem": "on", "response": "Based on your interest in upgrading from a Fender Stratocaster to a Gibson Les Paul, here are some tips on what to look for at the music store:\n\n**1. Evaluate the Tone and Pickups**\nSince you are considering a Les Paul, you'll be moving from single-coil pickups to humbuckers. Look for a sound that is \"warmer, fuller, and more sustainful\" compared to your Strat. If you want more versatility (especially for the open D tuning you've been exploring), look for models with a **coil-tap or coil-splitting feature**. This will allow you to access \"brighter and snappier\" tones similar to what you're used to on your Strat.\n\n**2. Compare the Feel and Playability**\nBe mindful that a Les Paul has a \"slightly thicker, more substantial neck profile\" and a \"more angular body shape\" than the contoured Stratocaster. Spend some time playing it to see if it feels like \"home\" to you.\n\n**3. Consider the Weight**\nKeep in mind that Les Pauls are typically heavier (around 9-10 pounds) than Stratocasters (7-8 pounds). Make sure the weight is comfortable for you during a longer playing session.\n\n**4. Test for Your Specific Style**\nSince you've asked about \"acoustic-like fingerpicking patterns\" (like \"Blackbird\"), try playing some of those intricate patterns in the store. As we discussed, the higher action and thicker neck of a Les Paul can make this more challenging, so see if a specific instrument's setup feels more conducive to your style.\n\n**5. Try Different Tunings**\nIf you have the time and the store allows it, test how the guitar resonates in **open D tuning**. This will give you a better idea of how it handles the lower frequencies and if the sustain is to your liking.\n\nThe Les Paul is a great choice if you want a \"strong midrange presence\" and a \"darker tone\" for rock, blues, or metal.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1246, "ms": 91653, "ingest": { "rows": 756, "ms": 155, "cached": 756 }, "recalled": 124, "queries": [ "guitar", "music store", "buying a guitar", "guitar recommendations", "electric guitar", "acoustic guitar" ], "blockRows": 64, "blockChars": 36975, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:00:31.554Z" } } }, { "id": "505af2f5", "type": "single-session-preference", "question": "I was thinking of trying a new coffee creamer recipe. Any recommendations?", "answer": "The user would prefer responses that suggest variations on their existing almond milk, vanilla extract, and honey creamer recipe or new ideas that align with their goals of reducing sugar intake and saving money. They might not prefer responses that recommend commercial creamer products or recipes that are high in sugar or expensive.", "abstain": false, "mem": "on", "response": "Based on your previous habits, I have a few recommendations for a new coffee creamer recipe:\n\n**1. A \"Healthier\" Twist on your current recipe**\nSince you have been making a creamer with almond milk, vanilla extract, and honey to reduce sugar and save money (Conversation on 2023-05-21), you could try the assistant's previous suggestions to elevate it:\n* **Swap the sweetener**: Try stevia, monk fruit, or yacon syrup to further reduce sugar.\n* **Add spices**: Incorporate cinnamon, nutmeg, or cardamom for flavor without adding sugar.\n* **Boost nutrition**: Add a teaspoon of collagen peptides, protein powder, or MCT oil for extra energy.\n* **Try a different base**: Use cashew or oat milk for a creamier texture.\n\n**2. Spring-Themed Flavor**\nSince you previously mentioned that the **Lemon Ginger** flavor sounded \"perfect for the season\" (Conversation on 2023-05-21), you could create a creamer inspired by those notes. While a traditional creamer is creamy, you could experiment with a light citrus-infused almond milk and a hint of ginger and honey.\n\n**3. A Tropical Protein Blend**\nSince you are currently experimenting with guava and hemp seeds in your oatmeal for protein and fiber (Conversation on 2023-05-30), you could try a tropical-style creamer using coconut milk (which you've used in smoothie recipes) and a touch of vanilla or a hint of tropical fruit extract.\n\n**Recommendation:**\nI recommend trying the **spiced version of your current almond milk and vanilla recipe**, specifically adding **cinnamon or cardamom**. I'm suggesting this because you are already focused on reducing sugar and saving money, and adding spices is a low-cost way to change the flavor profile without adding calories.\n\nWhich direction sounds most appealing to you?", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.172, "ms": 82612, "ingest": { "rows": 755, "ms": 163, "cached": 755 }, "recalled": 136, "queries": [ "coffee creamer recipe", "homemade creamer", "creamer ingredients", "coffee additive", "best creamer", "tried a new creamer" ], "blockRows": 56, "blockChars": 36571, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:00:33.630Z" } } }, { "id": "75f70248", "type": "single-session-preference", "question": "I've been sneezing quite a bit lately. Do you think it might be my living room?", "answer": "The user would prefer responses that consider the potential impact of their cat, Luna, and her shedding on their sneezing, as well as the recent deep clean of the living room and its possible effect on stirring up dust. They might not prefer responses that fail to take into account these specific details previously mentioned, such as generic suggestions or unrelated factors.", "abstain": false, "mem": "on", "response": "Based on your past conversations, it is possible that your living room could be contributing to your sneezing. You mentioned having a cat that \"sheds a lot,\" and you previously asked for \"simple ways to keep my living room dust-free\" and for \"vacuum cleaners for pet owners\" to handle the cat hair. Additionally, you asked for air-purifying plants specifically for a room with a shedding cat. These details suggest your living room has a high volume of pet dander and dust, which are common triggers for sneezing.\n\nYou might consider the tips previously discussed, such as vacuuming with a HEPA filter, dusting with a damp cloth, or grooming your cat regularly to reduce the allergens in the room.\n\nYour living room may be the cause due to cat hair and dust.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.257, "ms": 43599, "ingest": { "rows": 733, "ms": 190, "cached": 733 }, "recalled": 131, "queries": [ "living room", "sneezing", "allergies", "dust", "mold", "cleaning living room" ], "blockRows": 61, "blockChars": 36702, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T05:00:36.591Z" } } }, { "id": "d6233ab6", "type": "single-session-preference", "question": "I've been feeling nostalgic lately. Do you think it would be a good idea to attend my high school reunion?", "answer": "The user would prefer responses that draw upon their personal experiences and memories, specifically their positive high school experiences such as being part of the debate team and taking advanced placement courses. They would prefer suggestions that highlight the potential benefits of attending the reunion, such as reconnecting with old friends and revisiting favorite subjects like history and economics. The user might not prefer generic or vague responses that do not take into account their individual experiences and interests.", "abstain": false, "mem": "on", "response": "Based on your past conversations, attending your high school reunion could be a wonderful idea. You mentioned on 2023-05-23 that you \"still remember the happy high school experiences such as being part of the debate team and taking advanced placement courses in economics.\" Since you have such positive memories of that time, a reunion would be a great way to reconnect with those experiences and the people you shared them with.\n\nAdditionally, you noted on 2023-05-23 that \"a lot of old high school friends plan to work after the graduate from university,\" suggesting that your peers are at a similar transitional stage in their lives, which could make for great conversations.\n\nGiven your positive nostalgia and the fact that you value these memories, it seems like a great opportunity to catch up.\n\nYes, it would be a good idea to attend.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.3382, "ms": 43265, "ingest": { "rows": 698, "ms": 115, "cached": 698 }, "recalled": 141, "queries": [ "high school reunion", "high school friends", "classmates", "high school memories", "reunion invitation", "school alumni" ], "blockRows": 53, "blockChars": 37004, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:00:39.439Z" } } }, { "id": "1da05512", "type": "single-session-preference", "question": "I'm trying to decide whether to buy a NAS device now or wait. What do you think?", "answer": "The user would prefer responses that take into account their current home network storage capacity issues and recent reliance on external hard drives, highlighting the potential benefits of a NAS device in addressing these specific needs. They might not prefer responses that ignore their current storage challenges or fail to consider their recent tech upgrades and priorities. Preferred responses would utilize the user's previous mentions of storage capacity issues and tech investments to inform their decision.", "abstain": false, "mem": "on", "response": "Based on our previous conversations, you are currently backing up your files to an external hard drive but find it inconvenient and feel you need more storage. You also expressed a specific concern about data security, looking for features like AES-256 bit encryption and access control.\n\nWhether you should buy now or wait depends on a few factors we discussed:\n\n* **Immediate Need vs. Convenience**: If your current external hard drive is nearly full or the manual backup process is becoming a significant burden, buying now would provide the \"central backup location\" for your laptop and phone that you were interested in.\n* **Security Concerns**: Since you are concerned about the security of your data, moving to a NAS with the strong security features we discussed (like 2FA and granular permissions) would provide more peace of mind than a standard external drive.\n* **Future Expansion**: As we discussed regarding 2-bay vs. 4-bay devices, if you anticipate your data growing quickly, investing in a 4-bay model now would save you from having to upgrade the entire unit later.\n\nIf your current backup system is still functioning and you aren't in urgent need of more space, you could wait. However, if you want the convenience of automatic backups for all your devices and the enhanced security of a professional NAS, it may be time to purchase.\n\nI cannot provide a definitive \"yes\" or \"no\" without knowing your current storage capacity or budget, but based on your desire for a more convenient and secure central hub, a NAS seems to align well with your goals.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1442, "ms": 73512, "ingest": { "rows": 728, "ms": 130, "cached": 728 }, "recalled": 106, "queries": [ "NAS", "network attached storage", "home server", "hard drive", "backup storage", "data storage" ], "blockRows": 43, "blockChars": 36488, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:00:41.788Z" } } }, { "id": "fca70973", "type": "single-session-preference", "question": "I am planning another theme park weekend; do you have any suggestions?", "answer": "The user would prefer theme park suggestions that cater to their interest in both thrill rides and special events, utilizing their previous experiences at Disneyland, Knott's Berry Farm, Six Flags Magic Mountain, and Universal Studios Hollywood as a reference point. They would also appreciate recommendations that highlight unique food experiences and nighttime shows. The user might not prefer suggestions that focus solely on one aspect of theme parks, such as only thrill rides or only family-friendly attractions, and may not be interested in parks that lack special events or unique dining options.", "abstain": false, "mem": "on", "response": "Based on your previous interests and visits, here are a few suggestions for your next theme park weekend:\n\n**1. Return to the \"Big Four\" for Seasonal Events**\nSince you recently visited Disneyland, Knott's Berry Farm, Six Flags Magic Mountain, and Universal Studios Hollywood, you might consider returning to one of these for their upcoming autumn events. Given your specific interest in Halloween-themed events, you could finally book that **Universal Studios Hollywood VIP Experience** with the Gourmet Buffet and Behind-the-Scenes Tour that you were inquiring about.\n\n**2. A \"Thrill-Seeker\" Focus at Six Flags Magic Mountain**\nSince you've already been to Magic Mountain and expressed interest in thrill rides, you could plan a weekend centered around their \"Fright Fest\" (late September to early November) to experience their coasters in a spooky atmosphere.\n\n**3. A \"Foodie\" Theme Park Crawl**\nSince you asked for \"must-try food items\" and \"exclusive dining experiences\" (like the Blue Bayou's Halloween menu or the Knott's Scary Farm Boo-fet), you could plan a weekend specifically focused on the culinary offerings of these parks.\n\n**Recommendation based on your history:**\nI recommend focusing on **Universal Studios Hollywood**. Since you specifically asked for details on the cost, perks, and booking process for the **VIP Experience's Gourmet Buffet and Behind-the-Scenes Tour**, this seems to be the experience you are most intrigued by.\n\nWould you like me to help you coordinate the dates for any of these, or perhaps suggest a different park outside of the LA area?", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.2927, "ms": 68201, "ingest": { "rows": 701, "ms": 86, "cached": 701 }, "recalled": 138, "queries": [ "theme park", "Disney", "Universal", "roller coaster", "amusement park", "vacation" ], "blockRows": 56, "blockChars": 36369, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:00:44.298Z" } } }, { "id": "b6025781", "type": "single-session-preference", "question": "I'm planning my meal prep next week, any suggestions for new recipes?", "answer": "The user would prefer responses that suggest healthy meal prep recipes, especially those that incorporate quinoa and roasted vegetables, and offer variations in protein sources. They might appreciate suggestions that build upon their existing preferences, such as new twists on chicken Caesar salads or turkey and avocado wraps. The user may not prefer responses that suggest unhealthy or high-calorie meal prep options, or those that deviate significantly from their established healthy eating habits.", "abstain": false, "mem": "on", "response": "Based on your past meal prep interests, you enjoy nutrient-dense bases like quinoa and roasted vegetables, and you've explored both plant-based and meat-based proteins. You also have an interest in Mexican-inspired flavors and recreating restaurant-style sides.\n\nHere are a few suggestions for your meal prep next week:\n\n**1. Mexican-Inspired Bowls (Building on your interest in Mexican cuisine)**\nSince you were looking for Mexican-inspired dishes and like quinoa, try a **Quinoa Burrito Bowl**. \n* **Protein**: Use the grilled chicken or black beans you were interested in.\n* **Base**: Quinoa.\n* **Add-ins**: Roasted corn, black beans, diced avocado, and a fresh mango salsa (which was recommended in our conversation on 2023-05-24).\n\n**2. Hearty Plant-Based Prep (Building on your Lentil Bolognese)**\nSince you liked the idea of lentil bolognese and roasted vegetables (from 2023-05-23), you could try a **Roasted Chickpea and Sweet Potato Bowl**.\n* **Protein**: Roast chickpeas with the \"Spicy Kick\" seasoning (chili powder, cumin, and smoked paprika) we discussed for your sweet potatoes.\n* **Base**: Quinoa or brown rice.\n* **Veggie**: Roasted sweet potatoes and sautéed kale with cherry tomatoes.\n* **Sauce**: A dollop of the Garlic-Lime Crema or Cilantro-Lime Yogurt Sauce suggested on 2023-05-24.\n\n**3. Omega-Rich Seafood Prep**\nSince pan-seared salmon was suggested as a great pair for your roasted veggies, try a **Honey-Garlic Salmon Prep**.\n* **Protein**: Salmon fillets seasoned with lemon and garlic.\n* **Base**: Quinoa.\n* **Veggie**: Roasted broccoli with garlic and lemon or asparagus with Parmesan.\n\n**4. Homemade Granola (For snacking)**\nSince you mentioned making a batch of homemade granola to snack on throughout the week (2023-05-23), don't forget to add that to your prep list! You can customize it with coconut flakes or dark chocolate chips as we discussed.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1236, "ms": 104443, "ingest": { "rows": 714, "ms": 195, "cached": 714 }, "recalled": 136, "queries": [ "recipes I liked", "meals I cooked", "dinner ideas", "food I enjoyed", "new recipes", "meal prep ideas" ], "blockRows": 54, "blockChars": 36724, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:00:46.357Z" } } }, { "id": "a89d7624", "type": "single-session-preference", "question": "I'm planning a trip to Denver soon. Any suggestions on what to do there?", "answer": "The user would prefer responses that take into account their previous experience in Denver, specifically their interest in live music and memorable encounter with Brandon Flowers. They might appreciate suggestions that revisit or build upon this experience, such as revisiting the same bar or exploring similar music venues in the area. The user may not prefer general tourist recommendations or activities unrelated to their interest in live music.", "abstain": false, "mem": "on", "response": "Based on your previous visits to Denver, here are some suggestions for your upcoming trip:\n\n**Music and Entertainment**\nSince you have a love for the city's music scene and have previously enjoyed seeing The Killers at **Red Rocks Park and Amphitheatre**, you might consider visiting other local venues such as:\n* **The Ogden Theatre**, **The Bluebird Theater**, **The Fillmore Auditorium**, or **Larimer Lounge**.\n* If you are looking for a record store, **Twist & Shout Records** is a legendary spot.\n* You might also check for local festivals like **Grandoozy**, **Denver Folk Festival**, **Denver Jazz Festival**, **Westword Music Showcase**, or **Riot Fest Denver** (which takes place in September).\n\n**Dining**\nIf you are heading to a concert at Red Rocks, you previously expressed interest in:\n* **The Ship Rock Grille**: Recommended for its large outdoor patio with stunning views of the amphitheater.\n* **BBQ options nearby**: GQue BBQ (Golden), Dinosaur Bar-B-Que (Lakewood), Moe's Original BBQ (Wheat Ridge), Big B's Delicious BBQ (Arvada), or Wayne's Smoke Shack (Morrison).\n\n**Other Activities**\nYou might also consider other restaurants within walking distance of Red Rocks, such as **The Village Tavern** or the **Morrison Inn**.\n\nDenver, Colorado", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1736, "ms": 61087, "ingest": { "rows": 757, "ms": 147, "cached": 757 }, "recalled": 133, "queries": [ "Denver", "Colorado", "Denver recommendations", "Denver activities", "Denver trip", "visited Denver" ], "blockRows": 60, "blockChars": 36736, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:00:48.638Z" } } }, { "id": "b0479f84", "type": "single-session-preference", "question": "I've got some free time tonight, any documentary recommendations?", "answer": "The user would prefer documentary recommendations that are similar in style and theme to 'Our Planet', 'Free Solo', and 'Tiger King', which they have previously enjoyed. They might not prefer recommendations of documentaries that are vastly different in tone or subject matter from these titles. The preferred response utilizes the user's previously mentioned viewing history to suggest documentaries that cater to their tastes.", "abstain": false, "mem": "on", "response": "Based on your interest in nature and wildlife documentaries, and since you've already finished \"Our Planet,\" \"Free Solo,\" and \"Tiger King,\" I recommend the following from our previous discussion:\n\n**Nature and Wildlife:**\n* **Dynasties**: This would be a great choice if you want something more character-driven that focuses on the intimate social structures and family dynamics of animals like lions, wolves, and chimpanzees.\n* **Chasing Coral**: I recommend this if you are in the mood for something more urgent and personal; it's a passionate call to action regarding the decline of coral reefs and climate change.\n* **Planet Earth** or **Blue Planet**: These are excellent if you want a sweeping, stunningly shot experience similar to \"Our Planet.\"\n\n**Other Genres:**\n* If you're in the mood for true crime (since you also enjoy the \"Crime Junkie\" podcast), you might try **The Keepers**, **The Staircase**, or **Abducted in Plain Sight**.\n\nSince you mentioned you've been watching a lot of documentaries on Netflix lately, most of these are available there!", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.2396, "ms": 56482, "ingest": { "rows": 753, "ms": 117, "cached": 753 }, "recalled": 133, "queries": [ "documentary recommendations", "suggested documentaries", "movies I wanted to watch", "documentaries I liked", "watchlist", "films to see" ], "blockRows": 72, "blockChars": 37063, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:00:50.779Z" } } }, { "id": "1d4e3b97", "type": "single-session-preference", "question": "I noticed my bike seems to be performing even better during my Sunday group rides. Could there be a reason for this?", "answer": "The user would prefer responses that reference specific details from their previous interactions, such as the replacement of the bike's chain and cassette, and the use of a new Garmin bike computer. They might prefer explanations that connect these details to the observed improvement in bike performance. The user may not prefer responses that fail to acknowledge these specific details or provide vague, general explanations for the improvement.", "abstain": false, "mem": "on", "response": "Based on your previous conversations, there are two likely reasons for the improved performance of your bike:\n\n1. **Recent Hardware Upgrades**: You mentioned on 2024-02-20 that you \"replaced the old bike's chain and cassette on February 1st, which has contributed to an improvement in the bike's performance.\"\n2. **Group Dynamics**: While not a mechanical reason, you are now participating in \"group rides,\" and as mentioned in the assistant's safety tips on 2024-02-20, riding with others provides \"camaraderie,\" which often motivates cyclists to maintain a higher pace.\n\nThe most direct mechanical reason is the replacement of your chain and cassette on February 1st.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.2609, "ms": 39253, "ingest": { "rows": 723, "ms": 137, "cached": 723 }, "recalled": 115, "queries": [ "Sunday group ride", "bike performance", "bike maintenance", "new bike parts", "bike tune up", "bike upgrades" ], "blockRows": 48, "blockChars": 36143, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:00:53.071Z" } } }, { "id": "07b6f563", "type": "single-session-preference", "question": "Can you suggest some useful accessories for my phone?", "answer": "The user would prefer suggestions of accessories that are compatible with an iPhone 13 Pro, such as high-quality screen protectors, durable cases, portable power banks, or phone wallet cases. They may not prefer suggestions of accessories that are not compatible with Apple products or do not enhance the functionality or protection of their phone.", "abstain": false, "mem": "on", "response": "Based on your previous conversations, you have an **iPhone 13 Pro**, and we have already discussed several categories of accessories for it. Depending on what you are looking for, here are some recommendations based on your interests:\n\n**1. Protection (Screen & Case)**\n* **Screen Protectors**: Since you mentioned needing to replace a cracked one on 2023-05-27, I previously recommended brands like **Zagg**, **Spigen**, **Belkin**, or **OtterBox** for high-quality tempered glass.\n* **Wallet Cases**: If you want to carry cards and cash, we discussed **Nomad**, **Bellroy**, and **Spigen**. If you prioritize maximum durability and don't mind some bulk, the **OtterBox wallet case** is a strong choice.\n\n**2. Power & Charging**\n* **Wireless Charging Power Bank**: On 2023-05-27, you expressed interest in a wireless power bank to avoid dealing with cables. I recommended looking into brands like **Xiaomi**, **RavPower**, or **Anker** for reliable high-capacity options.\n\n**3. Other Suggestions**\nSince you are currently focused on fitness (taking lunch walks and going to the gym, as mentioned on 2023-05-30), you might also find these useful:\n* **Fitness Tracker/Smartwatch**: To track your 1:00 pm walks and gym sessions, we discussed the **Fitbit Inspire HR** or **Apple Watch Series 3**.\n* **Gym Headphones**: Since you are doing morning gym sessions, a pair of noise-canceling wireless earbuds would complement your routine.\n\nWhich of these areas are you most interested in right now?", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1825, "ms": 77659, "ingest": { "rows": 759, "ms": 152, "cached": 759 }, "recalled": 137, "queries": [ "phone model", "what phone do I have", "bought a new phone", "phone accessories", "case for my phone", "screen protector" ], "blockRows": 54, "blockChars": 36829, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:00:55.270Z" } } }, { "id": "1c0ddc50", "type": "single-session-preference", "question": "Can you suggest some activities I can do during my commute to work?", "answer": "The user would prefer suggestions related to listening to new podcasts or audiobooks, especially the genre beyond true crime or self-improvement, such as history. They may not be interested in activities that require visual attention, such as reading or watching videos, as they are commuting. The user would not prefer general podcast topics such as true crime or self-improvement, as the user wants to explore other topics.", "abstain": false, "mem": "on", "response": "Based on our previous conversations, I have a few suggestions tailored to your current and planned commute methods:\n\n**If you are biking (as you've been planning):**\nSince you've mentioned wanting to stay productive and entertained during your ride from 123 Oak St to 456 Main St, I previously recommended:\n* **Productive Options**: Listening to audiobooks, podcasts (educational or industry-related), or using language learning apps like Duolingo or Babbel.\n* **Entertainment Options**: Creating motivating music playlists, listening to storytelling podcasts, or using guided meditations to relax.\n* **Mental Preparation**: Using the time to prioritize your workload and plan your day.\n\n**If you are taking the bus:**\nYou mentioned that you have already started listening to podcasts during your bus ride and specifically found \"How I Built This\" to be inspiring. \n\n**General Advice for your routine:**\nSince you've noted that you often waste time checking email and social media during your commute, replacing those habits with the options above can help you maintain the productivity momentum you've experienced between 9:00 am and 12:00 pm.\n\n**Safety Reminder:**\nAs I mentioned when we discussed your bike route: \"Remember to always prioritize your safety while riding. Keep the volume low enough to be aware of your surroundings, and avoid using earbuds that block your hearing.\"", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "Yes", "abstained": false, "f1": 0.1319, "ms": 62504, "ingest": { "rows": 789, "ms": 177, "cached": 789 }, "recalled": 149, "queries": [ "commute to work", "how I get to work", "morning routine", "drive to work", "train ride", "bus ride" ], "blockRows": 59, "blockChars": 36712, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T05:00:57.265Z" } } }, { "id": "0a34ad58", "type": "single-session-preference", "question": "I’m a bit anxious about getting around Tokyo. Do you have any helpful tips?", "answer": "The user would prefer responses that utilize their existing resources, such as their Suica card and TripIt app, to provide personalized tips for navigating Tokyo's public transportation. They might not prefer general tips or recommendations that do not take into account their prior preparations.", "abstain": false, "mem": "on", "response": "Based on your previous conversations, you have already received several specific tips to help you navigate Tokyo:\n\n**Transportation & Navigation**\n* **Use a Suica Card:** Use this prepaid IC card to \"tap in and out at stations\" for trains and buses to make travel more convenient and cost-effective.\n* **Plan Your Route:** Use a transit app or Google Maps to find the best route and account for transfers and schedules.\n* **Getting from the Airport:** If you are coming from Narita Airport to Shinjuku Station, you have a few options: the JR Narita Express (most convenient/comfortable), or the Keisei Skyliner or Limited Express (more budget-friendly, but require a transfer at Ueno Station).\n\n**Specific Destinations**\n* **Visiting Tsukiji Fish Market:** Take the JR Yamanote Line from Shinjuku to Shimbashi Station, then transfer to the Tokyo Metro Ginza Line to Tsukijishijo Station.\n* **Visiting Tokyo Tower:** To avoid crowds, visit early in the morning or late in the evening, and consider buying tickets online in advance.\n\n**General Advice**\n* **Language & Help:** If you are unsure about fares or need assistance, \"don't hesitate to ask station staff or a local for help.\"\n* **Hotel Support:** Since you are staying at the Park Hyatt Tokyo, you can utilize their concierge team for restaurant reservations and sightseeing arrangements.\n\nThe Park Hyatt Tokyo is in the heart of Shinjuku, meaning many shopping malls (like Isetan and Lumine) and restaurants are within a 5-15 minute walk, which may reduce the need for complex transit for some of your activities.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1091, "ms": 76180, "ingest": { "rows": 735, "ms": 112, "cached": 735 }, "recalled": 82, "queries": [ "Tokyo transportation tips", "getting around Tokyo", "Tokyo subway guide", "Tokyo travel advice", "Tokyo navigation", "Tokyo transit" ], "blockRows": 46, "blockChars": 36218, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:00:59.383Z" } } }, { "id": "d3ab962e", "type": "multi-session", "question": "What is the total distance of the hikes I did on two consecutive weekends?", "answer": "8 miles", "abstain": false, "mem": "on", "response": "You completed the following hikes on two consecutive weekends:\n* 3-mile loop trail at Valley of Fire State Park (mentioned 2022-09-24)\n* 5-mile hike at Red Rock Canyon (mentioned 2022-09-24 as being \"two weekends ago\")\n\nTotal distance: 8 miles", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0909, "ms": 28485, "ingest": { "rows": 768, "ms": 165, "cached": 768 }, "recalled": 101, "queries": [ "hike distance", "hiking trip", "miles hiked", "kilometers hiked", "weekend hike", "trail length" ], "blockRows": 57, "blockChars": 36478, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:01:01.540Z" } } }, { "id": "2311e44b", "type": "multi-session", "question": "How many pages do I have left to read in 'The Nightingale'?", "answer": "190", "abstain": false, "mem": "on", "response": "You stated on 2023-05-28 that \"The Nightingale\" has 440 pages, and on 2023-05-30 you mentioned you were on page 250.\n\n440 total pages - 250 pages read = 190 pages remaining.\n\n190 pages", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0571, "ms": 32216, "ingest": { "rows": 749, "ms": 151, "cached": 749 }, "recalled": 101, "queries": [ "\"The Nightingale\" page", "\"The Nightingale\" reading progress", "read * pages of \"The Nightingale\"", "finished page * \"The Nightingale\"", "current page \"The Nightingale\"", "last page read \"The Nightingale\"" ], "blockRows": 50, "blockChars": 36418, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:01:03.550Z" } } }, { "id": "cc06de0d", "type": "multi-session", "question": "For my daily commute, how much more expensive was the taxi ride compared to the train fare?", "answer": "$6", "abstain": false, "mem": "on", "response": "The taxi ride cost $12, and your daily train fare is $6.\n\n$12 (taxi) - $6 (train) = $6\n\nThe taxi ride was $6 more expensive than the train fare.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0769, "ms": 23135, "ingest": { "rows": 720, "ms": 150, "cached": 720 }, "recalled": 78, "queries": [ "taxi ride cost", "train fare price", "commute taxi", "commute train", "taxi fare", "train ticket cost" ], "blockRows": 50, "blockChars": 36243, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:01:05.712Z" } } }, { "id": "a11281a2", "type": "multi-session", "question": "What was the approximate increase in Instagram followers I experienced in two weeks?", "answer": "100", "abstain": false, "mem": "on", "response": "Based on the conversations:\n* On 2023-05-28, you stated: \"I started the year with 250 followers on Instagram.\"\n* On 2023-05-23, you mentioned: \"after two weeks of posting regularly, I had around 350 followers on Instagram.\"\n\nArithmetic: 350 followers - 250 followers = 100 followers.\n\nThe approximate increase in Instagram followers was 100.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0392, "ms": 34159, "ingest": { "rows": 724, "ms": 168, "cached": 724 }, "recalled": 96, "queries": [ "Instagram followers", "follower count", "Instagram growth", "followers two weeks ago", "Instagram stats", "follower increase" ], "blockRows": 45, "blockChars": 35877, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:01:07.708Z" } } }, { "id": "4f54b7c9", "type": "multi-session", "question": "How many antique items did I inherit or acquire from my family members?", "answer": "5", "abstain": false, "mem": "on", "response": "Based on the excerpts, you have acquired the following antique or vintage items from family members:\n\n* **Antique tea set** (from cousin Rachel) - mentioned on 2023-05-25\n* **Vintage typewriter** (belonged to your dad) - mentioned on 2023-05-25\n* **Vintage diamond necklace** (inherited from your grandmother) - mentioned on 2023-05-30\n* **Antique music box** (from your great-aunt) - mentioned on 2023-05-30\n* **Depression-era glassware** (from your mom) - mentioned on 2023-05-30\n\nTotal: 5 items.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0267, "ms": 43255, "ingest": { "rows": 730, "ms": 108, "cached": 730 }, "recalled": 60, "queries": [ "inherited antique", "acquired from family", "family heirloom", "grandfather's antiques", "grandmother's antiques", "parents' antiques" ], "blockRows": 53, "blockChars": 36269, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:01:09.733Z" } } }, { "id": "85fa3a3f", "type": "multi-session", "question": "What is the total cost of the new food bowl, measuring cup, dental chews, and flea and tick collar I got for Max?", "answer": "$50", "abstain": false, "mem": "on", "response": "Based on the conversation from 2023-05-22 and 2023-05-26:\n\n* Dental chews: $10 (2023-05-22)\n* Flea and tick collar: $20 (2023-05-22)\n* Stainless steel food bowl: $15 (2023-05-26)\n* Measuring cup: $5 (2023-05-26)\n\nTotal: $10 + $20 + $15 + $5 = $50\n\nThe total cost is $50.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.04, "ms": 40935, "ingest": { "rows": 739, "ms": 151, "cached": 739 }, "recalled": 111, "queries": [ "food bowl cost", "measuring cup price", "dental chews cost", "flea and tick collar price", "Max food bowl", "Max flea and tick collar" ], "blockRows": 47, "blockChars": 36478, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:01:11.868Z" } } }, { "id": "9aaed6a3", "type": "multi-session", "question": "How much cashback did I earn at SaveMart last Thursday?", "answer": "$0.75", "abstain": false, "mem": "on", "response": "On 2023-05-23, you mentioned that you spent $75 on groceries at SaveMart last Thursday. Based on the information from 2023-05-22 that you earn 1% cashback on all purchases at SaveMart, the calculation is:\n\n$75 x 0.01 = $0.75\n\nYou earned $0.75 in cashback.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0816, "ms": 31706, "ingest": { "rows": 786, "ms": 134, "cached": 786 }, "recalled": 86, "queries": [ "SaveMart cashback", "SaveMart last Thursday", "cashback earned", "SaveMart receipt", "SaveMart rewards", "cashback amount" ], "blockRows": 57, "blockChars": 36518, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:01:14.013Z" } } }, { "id": "1f2b8d4f", "type": "multi-session", "question": "What is the difference in price between my luxury boots and the similar pair found at the budget store?", "answer": "$750", "abstain": false, "mem": "on", "response": "Your luxury boots cost $800 (mentioned on 2023-05-22), and you found a similar pair at a budget store for $50 (mentioned on 2023-05-22).\n\n$800 - $50 = $750\n\nThe difference in price is $750.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0588, "ms": 32546, "ingest": { "rows": 770, "ms": 139, "cached": 770 }, "recalled": 74, "queries": [ "luxury boots price", "budget store boots price", "how much were my luxury boots", "cost of boots from budget store", "luxury boots brand price", "budget boots price" ], "blockRows": 44, "blockChars": 36153, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:01:16.008Z" } } }, { "id": "e6041065", "type": "multi-session", "question": "What percentage of packed shoes did I wear on my last trip?", "answer": "40%", "abstain": false, "mem": "on", "response": "On your last trip, you packed 5 pairs of shoes (mentioned on 2023-05-29) and ended up wearing only two: your sneakers and sandals (mentioned on 2023-05-20).\n\nArithmetic: 2 divided by 5 = 0.4, or 40%.\n\n40%", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0488, "ms": 30689, "ingest": { "rows": 728, "ms": 165, "cached": 728 }, "recalled": 116, "queries": [ "last trip packing list shoes", "shoes I packed", "shoes I wore", "what shoes did I bring", "packing list shoes", "shoes worn on trip" ], "blockRows": 59, "blockChars": 36662, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:01:18.152Z" } } }, { "id": "51c32626", "type": "multi-session", "question": "When did I submit my research paper on sentiment analysis?", "answer": "February 1st", "abstain": false, "mem": "on", "response": "The excerpts do not mention the date you submitted your research paper on sentiment analysis; they only state that you submitted it to ACL.\n\nThe excerpts do not contain the submission date.", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": true, "f1": 0, "ms": 22094, "ingest": { "rows": 749, "ms": 141, "cached": 749 }, "recalled": 49, "queries": [ "submitted research paper sentiment analysis", "sentiment analysis paper submission", "sent sentiment analysis paper", "research paper sentiment analysis date", "finished sentiment analysis paper", "uploaded sentiment analysis research" ], "blockRows": 50, "blockChars": 36185, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T05:01:20.271Z" } } }, { "id": "d905b33f", "type": "multi-session", "question": "What percentage discount did I get on the book from my favorite author?", "answer": "20%", "abstain": false, "mem": "on", "response": "You mentioned that the book was originally priced at $30 and you got it for $24.\n\nArithmetic: $30 - $24 = $6 discount; $6 / $30 = 0.20.\n\nYou got a 20% discount.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.069, "ms": 23299, "ingest": { "rows": 746, "ms": 166, "cached": 746 }, "recalled": 118, "queries": [ "favorite author", "book discount", "bought book", "percentage off book", "discount code book", "author book price" ], "blockRows": 47, "blockChars": 36969, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:01:22.305Z" } } }, { "id": "7405e8b1", "type": "multi-session", "question": "Did I receive a higher percentage discount on my first order from HelloFresh, compared to my first UberEats order?", "answer": "Yes.", "abstain": false, "mem": "on", "response": "Based on the excerpts:\n\n* **HelloFresh**: You received a 40% discount on your first order (mentioned on 2023-05-23).\n* **UberEats**: The assistant provided a new user discount code **EATS5** for $5 off the first order (mentioned on 2023-05-23), but there is no record of the actual percentage discount you received for your first order. While you mentioned getting 20% off an order on 2023-05-28, you did not specify if that was your first order.\n\nBecause the percentage for your first UberEats order is not stated, a comparison cannot be made.\n\nThe excerpts do not contain the percentage discount for your first UberEats order.", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": true, "f1": 0, "ms": 46059, "ingest": { "rows": 730, "ms": 177, "cached": 730 }, "recalled": 92, "queries": [ "HelloFresh first order discount", "HelloFresh promo code percentage", "UberEats first order discount", "UberEats promo code percentage", "HelloFresh welcome offer", "UberEats welcome offer" ], "blockRows": 46, "blockChars": 36449, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T05:01:24.281Z" } } }, { "id": "f35224e0", "type": "multi-session", "question": "What is the total number of episodes I've listened to from 'How I Built This' and 'My Favorite Murder'?", "answer": "27", "abstain": false, "mem": "on", "response": "Based on the excerpts provided:\n\n* **My Favorite Murder**: You mentioned on 2023-05-26 that you \"just finished episode 12\".\n* **How I Built This**: You mentioned on 2023-05-29 that you \"have finished around 15 episodes so far\".\n\n12 + 15 = 27\n\nThe total number of episodes you've listened to is approximately 27.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0377, "ms": 34823, "ingest": { "rows": 764, "ms": 140, "cached": 764 }, "recalled": 101, "queries": [ "How I Built This episode", "listened to How I Built This", "My Favorite Murder episode", "listened to My Favorite Murder", "How I Built This podcast", "My Favorite Murder podcast" ], "blockRows": 48, "blockChars": 36597, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:01:26.436Z" } } }, { "id": "6456829e", "type": "multi-session", "question": "How many plants did I initially plant for tomatoes and cucumbers?", "answer": "8", "abstain": false, "mem": "on", "response": "- Tomato plants: 5 (mentioned on 2023-05-29)\n- Cucumber plants: 3 (mentioned on 2023-05-28)\n\nTotal: 8 plants.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1, "ms": 25900, "ingest": { "rows": 746, "ms": 141, "cached": 746 }, "recalled": 74, "queries": [ "how many tomato plants", "planted tomatoes", "number of tomato seedlings", "how many cucumber plants", "planted cucumbers", "number of cucumber seedlings" ], "blockRows": 50, "blockChars": 35945, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:01:28.535Z" } } }, { "id": "a4996e51", "type": "multi-session", "question": "How many hours do I work in a typical week during peak campaign seasons?", "answer": "50", "abstain": false, "mem": "on", "response": "You mentioned that you usually work 40 hours a week, but during peak campaign seasons, you increase your work hours by 10 hours weekly (Conversation on 2023-05-29). This results in a total of 50 hours per week.\n\n50 hours", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.05, "ms": 25129, "ingest": { "rows": 758, "ms": 134, "cached": 758 }, "recalled": 108, "queries": [ "peak campaign hours", "weekly hours during campaign", "campaign season schedule", "how many hours I work peak", "campaign workload", "typical week campaign season" ], "blockRows": 50, "blockChars": 36728, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:01:30.530Z" } } }, { "id": "3c1045c8", "type": "multi-session", "question": "How much older am I than the average age of employees in my department?", "answer": "2.5 years", "abstain": false, "mem": "on", "response": "Based on the excerpts:\n- Your age is 32 years old (Conversation on 2023-05-25).\n- The average age of employees in your department is 29.5 years old (Conversation on 2023-05-24).\n\nArithmetic: 32 - 29.5 = 2.5\n\nYou are 2.5 years older than the average age of employees in your department.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1111, "ms": 31604, "ingest": { "rows": 774, "ms": 175, "cached": 774 }, "recalled": 116, "queries": [ "my age", "my birth date", "average age of employees in my department", "department employee ages", "my department staff ages", "my date of birth" ], "blockRows": 56, "blockChars": 37378, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:01:33.234Z" } } }, { "id": "60036106", "type": "multi-session", "question": "What was the total number of people reached by my Facebook ad campaign and Instagram influencer collaboration?", "answer": "12,000", "abstain": false, "mem": "on", "response": "To calculate the total number of people reached:\n\n* **Facebook ad campaign**: Reached around 2,000 people (stated on 2023-05-29).\n* **Instagram influencer collaboration**: Promoted to 10,000 followers (stated on 2023-05-29).\n\nTotal: 12,000 people.\n\n12,000 people", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0952, "ms": 29532, "ingest": { "rows": 739, "ms": 121, "cached": 739 }, "recalled": 77, "queries": [ "Facebook ad campaign reach", "Facebook ad results", "Instagram influencer collaboration reach", "Instagram influencer results", "total reach Facebook", "total reach Instagram" ], "blockRows": 48, "blockChars": 36105, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:01:35.217Z" } } }, { "id": "681a1674", "type": "multi-session", "question": "How many Marvel movies did I re-watch?", "answer": "2", "abstain": false, "mem": "on", "response": "Based on the excerpts provided:\n\n* **Avengers: Endgame**: Re-watched on 2023-05-20 (mentioned in conversation on 2023-05-21).\n* **Spider-Man: No Way Home**: Re-watched (mentioned in conversation on 2023-05-27).\n\nTotal: 2 (Some may be missing as these are the only ones explicitly mentioned as re-watched).\n\n2", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0392, "ms": 32037, "ingest": { "rows": 734, "ms": 132, "cached": 734 }, "recalled": 57, "queries": [ "Marvel movie", "watched Marvel", "re-watched Marvel", "MCU movie", "Avengers movie", "Iron Man movie" ], "blockRows": 51, "blockChars": 36371, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:01:37.368Z" } } }, { "id": "e25c3b8d", "type": "multi-session", "question": "How much did I save on the designer handbag at TK Maxx?", "answer": "$300", "abstain": false, "mem": "on", "response": "You mentioned on 2023-05-21 that the bag was originally $500, and on 2023-05-24 you stated you got it for $200.\n\n$500 (original) - $200 (paid) = $300 saved.\n\nYou saved $300.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0606, "ms": 31785, "ingest": { "rows": 776, "ms": 170, "cached": 776 }, "recalled": 116, "queries": [ "TK Maxx handbag", "designer bag price", "TK Maxx savings", "how much I paid for the handbag", "handbag discount", "TK Maxx purchase" ], "blockRows": 56, "blockChars": 37104, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:01:39.419Z" } } }, { "id": "4adc0475", "type": "multi-session", "question": "What is the total number of goals and assists I have in the recreational indoor soccer league?", "answer": "5", "abstain": false, "mem": "on", "response": "Based on the excerpts:\n\n* **Goals**: You stated on 2023-05-26 that you had scored 3 goals.\n* **Assists**: You stated on 2023-05-28 that you had two assists.\n\nTotal: 5 (3 goals and 2 assists).\n\n5", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0541, "ms": 26548, "ingest": { "rows": 753, "ms": 96, "cached": 753 }, "recalled": 107, "queries": [ "indoor soccer goals", "indoor soccer assists", "scored a goal soccer", "got an assist soccer", "soccer league stats", "indoor soccer game results" ], "blockRows": 54, "blockChars": 36676, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:01:41.634Z" } } }, { "id": "4bc144e2", "type": "multi-session", "question": "How much did I spend on car wash and parking ticket?", "answer": "$65", "abstain": false, "mem": "on", "response": "You spent $15 on a car wash on February 3rd and $50 on a parking ticket on January 5th.\n\nTotal: $65", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1, "ms": 20414, "ingest": { "rows": 766, "ms": 161, "cached": 766 }, "recalled": 95, "queries": [ "car wash cost", "car wash price", "parking ticket amount", "parking ticket fine", "paid for car wash", "paid for parking ticket" ], "blockRows": 51, "blockChars": 36697, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:01:43.659Z" } } }, { "id": "ef66a6e5", "type": "multi-session", "question": "How many sports have I played competitively in the past?", "answer": "two", "abstain": false, "mem": "on", "response": "Based on the excerpts provided, you have played the following sports competitively:\n\n* **Tennis**: Played competitively in high school (mentioned on 2023-05-26).\n* **Swimming**: Swam competitively in college (mentioned on 2023-05-26).\n\nTotal: 2 sports.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0, "ms": 25245, "ingest": { "rows": 695, "ms": 99, "cached": 695 }, "recalled": 109, "queries": [ "sports I played", "competitive sports", "team I played for", "sports tournament", "sports league", "athletic competition" ], "blockRows": 52, "blockChars": 36443, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:01:45.748Z" } } }, { "id": "5025383b", "type": "multi-session", "question": "What are the two hobbies that led me to join online communities?", "answer": "photography and cooking", "abstain": false, "mem": "on", "response": "Based on the excerpts, the two hobbies that led you to join online communities are:\n\n1. **Photography**: You mentioned that the online communities you joined were \"super helpful in learning new techniques and getting feedback\" on your work in Lightroom (2023-05-29).\n2. **Cooking**: You stated that you \"already joined a few online communities related to cooking, which led me to engage in discussions about recipe techniques and share my thoughts on food-related posts\" (2023-05-30).\n\nPhotography and cooking.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0741, "ms": 36158, "ingest": { "rows": 715, "ms": 154, "cached": 715 }, "recalled": 123, "queries": [ "hobbies online communities", "joined a community", "joined a forum", "started a hobby", "online group", "why I joined" ], "blockRows": 56, "blockChars": 36433, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:01:47.744Z" } } }, { "id": "a1cc6108", "type": "multi-session", "question": "How old was I when Alex was born?", "answer": "11", "abstain": false, "mem": "on", "response": "Based on the excerpts:\n* You are 32 years old (mentioned on 2023-05-24).\n* Alex is 21 years old (mentioned on 2023-05-21).\n\nArithmetic: 32 - 21 = 11.\n\nYou were 11 years old when Alex was born.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0541, "ms": 31785, "ingest": { "rows": 742, "ms": 157, "cached": 742 }, "recalled": 112, "queries": [ "Alex born", "Alex birthday", "when was Alex born", "my birth date", "my birthday", "how old am I" ], "blockRows": 58, "blockChars": 36845, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:01:50.045Z" } } }, { "id": "9ee3ecd6", "type": "multi-session", "question": "How many points do I need to earn to redeem a free skincare product at Sephora?", "answer": "100", "abstain": false, "mem": "on", "response": "Based on your conversation on 2023-05-29, you stated: \"I'm really close to redeeming a free skincare product from Sephora, I just need a total of 300 points and I'm all set!\"\n\n300 points", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": false, "f1": 0, "ms": 25997, "ingest": { "rows": 727, "ms": 123, "cached": 727 }, "recalled": 99, "queries": [ "Sephora points", "Sephora rewards", "Sephora free skincare", "Sephora redemption", "Sephora points for product", "Sephora beauty insider" ], "blockRows": 57, "blockChars": 36332, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T05:01:52.091Z" } } }, { "id": "3fdac837", "type": "multi-session", "question": "What is the total number of days I spent in Japan and Chicago?", "answer": "11 days (or 12 days, if April 15th to 22nd is considered as 8 days)", "abstain": false, "mem": "on", "response": "Based on the excerpts provided:\n\n* **Japan**: You mentioned a trip from April 15th to 22nd (2023-05-29), which is 8 days. Additionally, you stated on 2023-05-28 that you have been living in Tokyo for about 5 months.\n* **Chicago**: You mentioned a 4-day trip (2023-05-23).\n\nThe total number of days explicitly stated for your visits is 12, though you have also lived in Japan for approximately 5 months.\n\n12 days (plus approximately 5 months of residency in Japan)", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.2128, "ms": 37169, "ingest": { "rows": 700, "ms": 154, "cached": 700 }, "recalled": 89, "queries": [ "Japan trip", "visited Japan", "Japan dates", "Chicago trip", "visited Chicago", "Chicago dates" ], "blockRows": 58, "blockChars": 36507, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:01:54.194Z" } } }, { "id": "91b15a6e", "type": "multi-session", "question": "What is the minimum amount I could get if I sold the vintage diamond necklace and the antique vanity?", "answer": "$5,150", "abstain": false, "mem": "on", "response": "Based on the conversations:\n\n* **Vintage diamond necklace**: You stated it is worth $5,000 (Conversation on 2023-05-23).\n* **Antique vanity**: You mentioned you bought it for $150 and are confident you can sell it for at least that amount (Conversation on 2023-05-25).\n\nThe minimum total would be $5,000 + $150 = $5,150.\n\n$5,150", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0702, "ms": 35068, "ingest": { "rows": 750, "ms": 206, "cached": 750 }, "recalled": 82, "queries": [ "vintage diamond necklace value", "antique vanity value", "diamond necklace price", "vanity price", "lowest estimate diamond necklace", "lowest estimate antique vanity" ], "blockRows": 50, "blockChars": 36205, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:01:56.294Z" } } }, { "id": "27016adc", "type": "multi-session", "question": "What percentage of the countryside property's price is the cost of the renovations I plan to do on my current house?", "answer": "10%", "abstain": false, "mem": "on", "response": "The countryside property is listed at $200,000 (from 2023-05-23) and the estimated cost of the renovations for your current house is $20,000 (from 2023-05-26).\n\n$20,000 / $200,000 = 0.10\n\nThe cost of the renovations is 10% of the countryside property's price.\n\n10%", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0444, "ms": 33715, "ingest": { "rows": 754, "ms": 161, "cached": 754 }, "recalled": 101, "queries": [ "countryside property price", "cost of renovations current house", "renovation budget", "house renovation estimates", "countryside house cost", "how much for renovations" ], "blockRows": 43, "blockChars": 36024, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:01:58.274Z" } } }, { "id": "720133ac", "type": "multi-session", "question": "What is the total cost of Lola's vet visit and flea medication?", "answer": "$75", "abstain": false, "mem": "on", "response": "Lola's costs are as follows:\n- Vet consultation fee: $50 (mentioned on 2023-05-25 and 2023-05-30)\n- Flea and tick prevention medication: $25 (mentioned on 2023-05-30)\n\nTotal: $75", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0606, "ms": 30592, "ingest": { "rows": 729, "ms": 161, "cached": 729 }, "recalled": 114, "queries": [ "Lola vet visit cost", "Lola flea medication price", "vet bill Lola", "paid for flea meds Lola", "veterinarian appointment cost", "Lola medication total" ], "blockRows": 56, "blockChars": 36919, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:02:00.376Z" } } }, { "id": "77eafa52", "type": "multi-session", "question": "How much more did I have to pay for the trip after the initial quote?", "answer": "$300", "abstain": false, "mem": "on", "response": "The initial quote for the entire trip was $2,500 (mentioned on 2023-05-27), and the corrected price was $2,800 (mentioned on 2023-05-21).\n\n$2,800 - $2,500 = $300\n\nYou had to pay $300 more than the initial quote.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0513, "ms": 28284, "ingest": { "rows": 777, "ms": 180, "cached": 777 }, "recalled": 79, "queries": [ "trip quote", "trip cost", "trip price", "paid for trip", "additional trip expenses", "trip final total" ], "blockRows": 60, "blockChars": 36499, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:02:02.721Z" } } }, { "id": "8979f9ec", "type": "multi-session", "question": "What is the total number of lunch meals I got from the chicken fajitas and lentil soup?", "answer": "8 meals", "abstain": false, "mem": "on", "response": "Based on the excerpts:\n\n* **Chicken fajitas**: The user stated on 2023-05-24, \"This is the third meal I got from my chicken fajitas.\"\n* **Lentil soup**: The user stated on 2023-05-26, \"I just made a big batch of lentil soup that lasted me for 5 lunches.\"\n\nTotal: 3 + 5 = 8\n\n8 meals", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0784, "ms": 31713, "ingest": { "rows": 732, "ms": 170, "cached": 732 }, "recalled": 67, "queries": [ "chicken fajitas lunch", "lentil soup lunch", "had chicken fajitas", "ate chicken fajitas", "had lentil soup", "ate lentil soup" ], "blockRows": 49, "blockChars": 36283, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:02:04.961Z" } } }, { "id": "0100672e", "type": "multi-session", "question": "How much did I spend on each coffee mug for my coworkers?", "answer": "$12", "abstain": false, "mem": "on", "response": "You spent a total of $60 on coffee mugs for your coworkers (mentioned on 2023-05-27), and you later specified that you purchased 5 mugs in total (mentioned on 2023-05-28).\n\n$60 ÷ 5 mugs = $12 per mug.\n\n$12", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.05, "ms": 29226, "ingest": { "rows": 739, "ms": 95, "cached": 739 }, "recalled": 108, "queries": [ "coffee mug price", "bought mugs for coworkers", "cost of mugs", "coworker gifts spending", "mug receipt", "how much did the mugs cost" ], "blockRows": 54, "blockChars": 36481, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:02:07.056Z" } } }, { "id": "a96c20ee", "type": "multi-session", "question": "At which university did I present a poster on my thesis research?", "answer": "Harvard University", "abstain": false, "mem": "on", "response": "You presented a poster on your thesis research at Harvard University.\n\nHarvard University", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.2857, "ms": 18635, "ingest": { "rows": 743, "ms": 154, "cached": 743 }, "recalled": 105, "queries": [ "presented a poster", "thesis research poster", "university presentation", "conference poster", "thesis presentation", "where did I present my poster" ], "blockRows": 59, "blockChars": 36877, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:02:09.131Z" } } }, { "id": "92a0aa75", "type": "multi-session", "question": "How long have I been working in my current role?", "answer": "1 year and 5 months", "abstain": false, "mem": "on", "response": "The provided excerpts do not contain information about when you started your current role.\n\nI do not know how long you have been working in your current role.", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": true, "f1": 0, "ms": 21010, "ingest": { "rows": 721, "ms": 155, "cached": 721 }, "recalled": 145, "queries": [ "when did I start my current job", "new role start date", "hired as", "promotion date", "started working at", "job title change" ], "blockRows": 53, "blockChars": 36874, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No", "at": "2026-10-03T05:02:11.251Z" } } }, { "id": "3fe836c9", "type": "multi-session", "question": "How much more was the pre-approval amount than the final sale price of the house?", "answer": "$25,000", "abstain": false, "mem": "on", "response": "The pre-approval amount was $350,000 (mentioned on 2023-05-29) and the final sale price of the house was $325,000 (mentioned on 2023-05-23).\n\n$350,000 - $325,000 = $25,000\n\nThe pre-approval amount was $25,000 more than the final sale price.\n\n$25,000", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.087, "ms": 34052, "ingest": { "rows": 712, "ms": 151, "cached": 712 }, "recalled": 127, "queries": [ "pre-approval amount", "pre-approved for", "final sale price", "bought the house for", "closing price", "offer accepted" ], "blockRows": 51, "blockChars": 36316, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:02:13.267Z" } } }, { "id": "1c549ce4", "type": "multi-session", "question": "What is the total cost of the car cover and detailing spray I purchased?", "answer": "$140", "abstain": false, "mem": "on", "response": "Based on the excerpts:\n* **Waterproof car cover**: $120 (mentioned on 2023-05-25)\n* **Detailing spray**: $20 (mentioned on 2023-05-28)\n\nTotal: $140", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.087, "ms": 24687, "ingest": { "rows": 720, "ms": 101, "cached": 720 }, "recalled": 88, "queries": [ "car cover price", "detailing spray cost", "bought car cover", "purchased detailing spray", "car cover receipt", "detailing spray receipt" ], "blockRows": 47, "blockChars": 36257, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:02:15.329Z" } } }, { "id": "6c49646a", "type": "multi-session", "question": "What is the total distance I covered in my four road trips?", "answer": "3,000 miles", "abstain": false, "mem": "on", "response": "Based on the excerpts provided:\n\n* **Three recent road trips** (including Durango, Breckenridge, and Santa Fe): 1,800 miles (stated on 2023-05-23)\n* **Yellowstone National Park trip**: 1,200 miles (stated on 2023-05-26)\n\n1,800 + 1,200 = 3,000 miles.\n\nThe total distance covered in your four road trips is 3,000 miles.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1071, "ms": 37044, "ingest": { "rows": 703, "ms": 151, "cached": 703 }, "recalled": 91, "queries": [ "road trip distance", "miles driven", "kilometers driven", "trip 1 distance", "trip 2 distance", "trip 3 distance" ], "blockRows": 50, "blockChars": 36482, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:02:17.376Z" } } }, { "id": "1192316e", "type": "multi-session", "question": "What is the total time it takes I to get ready and commute to work?", "answer": "an hour and a half", "abstain": false, "mem": "on", "response": "To calculate the total time:\n\n* **Getting ready**: According to the conversation on 2023-05-23, you wake up at 6:30 AM and it takes you \"about an hour to get ready.\"\n* **Commute**: According to the conversation on 2023-05-20, your \"daily commute to work takes about 30 minutes.\"\n\n1 hour + 30 minutes = 1 hour and 30 minutes.\n\nThe total time is 1 hour and 30 minutes.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0606, "ms": 37938, "ingest": { "rows": 707, "ms": 145, "cached": 707 }, "recalled": 162, "queries": [ "how long it takes to get ready", "morning routine time", "commute to work time", "drive to work", "time to get dressed", "travel time to office" ], "blockRows": 48, "blockChars": 36923, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:02:19.406Z" } } }, { "id": "0ea62687", "type": "multi-session", "question": "How much more miles per gallon was my car getting a few months ago compared to now?", "answer": "2", "abstain": false, "mem": "on", "response": "A few months ago, your car was getting 30 miles per gallon in the city (mentioned on 2023-05-20). As of 2023-05-24, your car was getting around 28 miles per gallon in the city.\n\n30 mpg - 28 mpg = 2 mpg\n\nYour car was getting 2 more miles per gallon a few months ago.\n\n2 mpg", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0364, "ms": 30612, "ingest": { "rows": 719, "ms": 131, "cached": 719 }, "recalled": 130, "queries": [ "mpg", "miles per gallon", "gas mileage", "fuel economy", "car efficiency", "gas station" ], "blockRows": 57, "blockChars": 36562, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:02:21.764Z" } } }, { "id": "67e0d0f2", "type": "multi-session", "question": "What is the total number of online courses I've completed?", "answer": "20", "abstain": false, "mem": "on", "response": "Based on the excerpts provided:\n\n* On 2023-05-21, you mentioned having \"already built a solid foundation in data analysis through online courses on edX\" (number not specified).\n* On 2023-05-27, you explicitly stated, \"I've already completed 12 courses on Coursera.\"\n\nBecause the number of edX courses is not specified, I can only confirm the ones from Coursera.\n\nTotal: 12 (explicitly stated for Coursera; others on edX may be missing).", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": true, "f1": 0, "ms": 33813, "ingest": { "rows": 762, "ms": 138, "cached": 762 }, "recalled": 124, "queries": [ "completed online course", "finished course", "certificate received", "course completion", "passed the course", "completed certification" ], "blockRows": 52, "blockChars": 36570, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No", "at": "2026-10-03T05:02:23.810Z" } } }, { "id": "bb7c3b45", "type": "multi-session", "question": "How much did I save on the Jimmy Choo heels?", "answer": "$300", "abstain": false, "mem": "on", "response": "You mentioned that the Jimmy Choo heels originally retailed for $500 (on 2023-05-29) and that you got them at the outlet mall for $200 (on 2023-05-23).\n\n$500 - $200 = $300\n\nYou saved $300 on the Jimmy Choo heels.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0513, "ms": 29858, "ingest": { "rows": 745, "ms": 124, "cached": 745 }, "recalled": 113, "queries": [ "Jimmy Choo heels", "Jimmy Choo price", "Jimmy Choo discount", "bought Jimmy Choo", "Jimmy Choo sale", "Jimmy Choo cost" ], "blockRows": 55, "blockChars": 36556, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:02:25.928Z" } } }, { "id": "ba358f49", "type": "multi-session", "question": "How many years will I be when my friend Rachel gets married?", "answer": "33", "abstain": false, "mem": "on", "response": "Based on the excerpts:\n* You mentioned you are 32 years old (Conversation on 2022-09-01, session answer_cbd08e3c_2).\n* You mentioned your friend Rachel is getting married next year (Conversation on 2022-09-01, session answer_cbd08e3c_1).\n\nArithmetic: 32 years + 1 year = 33 years.\n\nYou will be 33 years old.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0385, "ms": 35004, "ingest": { "rows": 681, "ms": 110, "cached": 681 }, "recalled": 139, "queries": [ "Rachel wedding date", "Rachel getting married", "my age", "my birthday", "how old am I", "when is Rachel's wedding" ], "blockRows": 63, "blockChars": 37050, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:02:27.984Z" } } }, { "id": "61f8c8f8", "type": "multi-session", "question": "How much faster did I finish the 5K run compared to my previous year's time?", "answer": "10 minutes", "abstain": false, "mem": "on", "response": "You finished your 5K run in 35 minutes (stated on 2023-10-01), and your previous year's time was 45 minutes (stated on 2023-10-01).\n\n45 minutes - 35 minutes = 10 minutes.\n\nYou finished 10 minutes faster.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1, "ms": 32059, "ingest": { "rows": 727, "ms": 151, "cached": 727 }, "recalled": 110, "queries": [ "5K run time", "5K race result", "last year 5K", "previous year 5K", "running time", "5K finish" ], "blockRows": 50, "blockChars": 36545, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:02:30.145Z" } } }, { "id": "60159905", "type": "multi-session", "question": "How many dinner parties have I attended in the past month?", "answer": "three", "abstain": false, "mem": "on", "response": "Based on the excerpts provided, you have attended the following dinner parties in the past month:\n\n* **Potluck at Alex's place**: attended on 2023-05-20 (mentioned on 2023-05-21)\n* **BBQ at Mike's place**: date not specified, but mentioned on 2023-05-21\n* **Italian feast at Sarah's place**: attended \"last week\" relative to 2023-05-22 (meaning approximately 2023-05-15)\n\nTotal: 3 (though some dates are not explicitly stated).\n\n3", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": true, "f1": 0, "ms": 38150, "ingest": { "rows": 705, "ms": 128, "cached": 705 }, "recalled": 94, "queries": [ "dinner party", "went to dinner", "dinner with", "hosted dinner", "dinner invitation", "ate dinner at" ], "blockRows": 55, "blockChars": 36745, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:02:32.329Z" } } }, { "id": "ef9cf60a", "type": "multi-session", "question": "How much did I spend on gifts for my sister?", "answer": "$300", "abstain": false, "mem": "on", "response": "Based on the excerpts provided, you have spent the following on gifts for your sister:\n\n* **Silver necklace from Tiffany's**: around $200 (mentioned on 2023-05-22)\n* **Gift card to her favorite spa**: $100 (mentioned on 2023-05-30)\n\n**Total: around $300**", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0488, "ms": 29671, "ingest": { "rows": 774, "ms": 158, "cached": 774 }, "recalled": 88, "queries": [ "gifts for sister", "bought sister", "sister's birthday present", "sister's Christmas gift", "spent on sister", "sister gift cost" ], "blockRows": 55, "blockChars": 36370, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:02:34.366Z" } } }, { "id": "73d42213", "type": "multi-session", "question": "What time did I reach the clinic on Monday?", "answer": "9:00 AM", "abstain": false, "mem": "on", "response": "On Monday, May 15 (which was \"last Monday\" relative to the conversation on 2023-05-20), you got back to the office around 1:00 PM after your doctor's appointment. However, the excerpts do not explicitly state the exact time you reached the clinic.\n\nThe excerpts do not contain the time you reached the clinic.", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": true, "f1": 0.0392, "ms": 29518, "ingest": { "rows": 761, "ms": 119, "cached": 761 }, "recalled": 80, "queries": [ "clinic Monday", "arrived at clinic", "reached the clinic", "Monday appointment", "clinic check-in", "Monday visit" ], "blockRows": 67, "blockChars": 36919, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No", "at": "2026-10-03T05:02:36.279Z" } } }, { "id": "bc149d6b", "type": "multi-session", "question": "What is the total weight of the new feed I purchased in the past two months?", "answer": "70 pounds", "abstain": false, "mem": "on", "response": "Based on the excerpts provided:\n\n* **Layer feed**: 50 pounds (purchased on 2023-05-22)\n* **Organic scratch grains**: 20 pounds (mentioned on 2023-05-22)\n\nTotal weight: 70 pounds", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1379, "ms": 26078, "ingest": { "rows": 716, "ms": 129, "cached": 716 }, "recalled": 98, "queries": [ "purchased feed", "bought feed", "feed weight", "feed amount", "feed order", "feed delivery" ], "blockRows": 57, "blockChars": 36697, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:02:38.481Z" } } }, { "id": "099778bb", "type": "multi-session", "question": "What percentage of leadership positions do women hold in the my company?", "answer": "20%", "abstain": false, "mem": "on", "response": "Based on the conversations, you mentioned that women occupy 20 of the leadership positions in your company (2023-05-21) and that there are a total of 100 leadership positions across the company (2023-05-30).\n\n20 women / 100 total positions = 20%\n\nWomen hold 20% of the leadership positions in your company.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0417, "ms": 28518, "ingest": { "rows": 743, "ms": 174, "cached": 743 }, "recalled": 87, "queries": [ "women leadership positions percentage", "female executives count", "gender diversity leadership stats", "women in management percentage", "leadership team gender breakdown", "percentage of women in leadership" ], "blockRows": 44, "blockChars": 36113, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:02:40.459Z" } } }, { "id": "09ba9854", "type": "multi-session", "question": "How much will I save by taking the train from the airport to my hotel instead of a taxi?", "answer": "$50", "abstain": false, "mem": "on", "response": "Based on your conversations, the potential savings depend on which airport you are using and which train option you choose:\n\n**If flying into Narita Airport (NRT):**\n* **Taxi cost:** Estimated between ¥15,000 - ¥20,000 (around $140 - $180 USD) or a specific quote you mentioned of $60.\n* **Train cost:** Options range from the Narita Express (N'EX) at ¥3,020 (around $28 USD) to the Keisei Electric Railway commuter train at ¥1,000-1,200 (around $9-11 USD).\n* **Savings:** If using the $60 taxi estimate and the $11 commuter train, you would save approximately **$49**. If using the $140 taxi estimate and the $28 N'EX train, you would save approximately **$112**.\n\n**If flying into Haneda Airport (HND):**\n* **Taxi cost:** Estimated between ¥6,000 - ¥10,000 (around $55 - $90 USD).\n* **Train cost:** Options include the Tokyo Monorail (¥500-600) or Keikyu Railway (¥400-600), both roughly $4-6 USD.\n* **Savings:** You would save approximately **$50 - $84**.\n\nThe exact amount depends on the specific airport and train service selected.", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": false, "f1": 0.0127, "ms": 74916, "ingest": { "rows": 738, "ms": 137, "cached": 738 }, "recalled": 80, "queries": [ "airport train cost", "airport taxi price", "hotel location", "train to hotel", "taxi to hotel", "transportation costs" ], "blockRows": 50, "blockChars": 36268, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:02:42.497Z" } } }, { "id": "d6062bb9", "type": "multi-session", "question": "What is the total number of views on my most popular videos on YouTube and TikTok?", "answer": "1,998", "abstain": false, "mem": "on", "response": "Based on the excerpts provided:\n\n* **TikTok**: Your video of Luna chasing a laser pointer has 1,456 views (mentioned on 2023-05-22).\n* **YouTube**: Your tutorial on social media analytics has 542 views (mentioned on 2023-05-23).\n\nTotal: 1,998 views.\n\n1,998", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0909, "ms": 31719, "ingest": { "rows": 778, "ms": 159, "cached": 778 }, "recalled": 94, "queries": [ "YouTube views", "most popular YouTube video", "TikTok views", "most popular TikTok video", "YouTube analytics", "TikTok analytics" ], "blockRows": 46, "blockChars": 36505, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:02:44.476Z" } } }, { "id": "157a136e", "type": "multi-session", "question": "How many years older is my grandma than me?", "answer": "43", "abstain": false, "mem": "on", "response": "Based on the excerpts:\n* Your grandma is 75 years old (mentioned in session answer_8de18468_2).\n* You are 32 years old (mentioned in session answer_8de18468_1).\n\nArithmetic: 75 - 32 = 43.\n\nYour grandma is 43 years older than you.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0513, "ms": 28883, "ingest": { "rows": 761, "ms": 190, "cached": 761 }, "recalled": 126, "queries": [ "my birthday", "my date of birth", "my age", "grandma's birthday", "grandma's date of birth", "grandma's age" ], "blockRows": 49, "blockChars": 36954, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:02:46.464Z" } } }, { "id": "c18a7dc8", "type": "multi-session", "question": "How many years older am I than when I graduated from college?", "answer": "7", "abstain": false, "mem": "on", "response": "To determine how many years older you are now than when you graduated from college:\n\n* **Current Age**: You stated you are 32 years old (Conversation on 2023-05-25).\n* **Age at Graduation**: You completed your Bachelor's degree from the University of California, Berkeley at the age of 25 (Conversation on 2023-05-26).\n* **Calculation**: 32 - 25 = 7 years.\n\nYou are 7 years older than when you graduated from college.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.029, "ms": 35496, "ingest": { "rows": 758, "ms": 159, "cached": 758 }, "recalled": 120, "queries": [ "college graduation date", "when did I graduate college", "graduated from college", "graduation year", "my age when I graduated", "college degree date" ], "blockRows": 50, "blockChars": 36806, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:02:48.481Z" } } }, { "id": "a3332713", "type": "multi-session", "question": "What is the total amount I spent on gifts for my coworker and brother?", "answer": "$200", "abstain": false, "mem": "on", "response": "Based on the conversation on 2023-05-28:\n\n* **Brother**: $100 for a graduation gift card in May.\n* **Coworker**: $100 for a set of baby clothes and toys from Buy Buy Baby.\n\nTotal: $200", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0645, "ms": 26597, "ingest": { "rows": 719, "ms": 145, "cached": 719 }, "recalled": 100, "queries": [ "gift for coworker", "bought coworker", "gift for brother", "bought brother", "spent on coworker", "spent on brother" ], "blockRows": 69, "blockChars": 36739, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:02:50.655Z" } } }, { "id": "55241a1f", "type": "multi-session", "question": "What is the total number of comments on my recent Facebook Live session and my most popular YouTube video?", "answer": "33", "abstain": false, "mem": "on", "response": "- Facebook Live session: 12 comments (2023-05-23)\n- Most popular YouTube video: 21 comments (2023-05-24)\n\nTotal: 33 comments", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0952, "ms": 26627, "ingest": { "rows": 764, "ms": 108, "cached": 764 }, "recalled": 78, "queries": [ "Facebook Live comments", "Facebook Live session", "YouTube video comments", "most popular YouTube video", "YouTube video views", "YouTube video stats" ], "blockRows": 46, "blockChars": 36116, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:02:52.736Z" } } }, { "id": "a08a253f", "type": "multi-session", "question": "How many days a week do I attend fitness classes?", "answer": "4 days.", "abstain": false, "mem": "on", "response": "You attend the following fitness classes:\n- Zumba: Tuesdays (2023-05-27)\n- Zumba: Thursdays (2023-05-27)\n- Weightlifting: Saturdays (2023-05-27)\n\nTotal: 3 days a week.", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": false, "f1": 0.0769, "ms": 25153, "ingest": { "rows": 783, "ms": 150, "cached": 783 }, "recalled": 114, "queries": [ "fitness class", "gym schedule", "workout days", "yoga class", "pilates class", "exercise routine" ], "blockRows": 55, "blockChars": 36586, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T05:02:54.748Z" } } }, { "id": "f0e564bc", "type": "multi-session", "question": "What is the total amount I spent on the designer handbag and high-end skincare products?", "answer": "$1,300", "abstain": false, "mem": "on", "response": "- Designer handbag: $800 (stated on 2023-05-23)\n- High-end skincare products: $500 (stated on 2023-05-28)\n\nTotal: $1,300", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1739, "ms": 26586, "ingest": { "rows": 755, "ms": 151, "cached": 755 }, "recalled": 107, "queries": [ "designer handbag price", "handbag cost", "skincare products price", "skincare cost", "high-end skincare purchase", "luxury skincare spending" ], "blockRows": 41, "blockChars": 36383, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:02:56.856Z" } } }, { "id": "078150f1", "type": "multi-session", "question": "How much more money did I raise than my initial goal in the charity cycling event?", "answer": "$50", "abstain": false, "mem": "on", "response": "You initially aimed to raise $200 in donations (2023-05-20), and you ended up raising $250 (2023-05-28).\n\n$250 - $200 = $50\n\nYou raised $50 more than your initial goal.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0625, "ms": 28919, "ingest": { "rows": 799, "ms": 183, "cached": 799 }, "recalled": 100, "queries": [ "charity cycling event goal", "charity cycling event total raised", "how much did I raise for cycling", "cycling fundraiser target", "donations for cycling event", "cycling charity money" ], "blockRows": 55, "blockChars": 36463, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:02:59.154Z" } } }, { "id": "8cf4d046", "type": "multi-session", "question": "What is the average GPA of my undergraduate and graduate studies?", "answer": "3.83", "abstain": false, "mem": "on", "response": "Based on the provided excerpts:\n\n* **Graduate studies**: You maintained a GPA of 3.8 out of 4.0 for your Master's degree in Data Science from the University of Illinois at Urbana-Champaign (Conversation on 2023-05-24).\n* **Undergraduate studies**: You graduated from the University of Mumbai with an overall percentage of 83%, which you stated is equivalent to a GPA of 3.86 out of 4.0 (Conversation on 2023-05-30).\n\nTo find the average: (3.8 + 3.86) / 2 = 3.83.\n\nThe average GPA of your undergraduate and graduate studies is 3.83.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.044, "ms": 40505, "ingest": { "rows": 725, "ms": 95, "cached": 725 }, "recalled": 65, "queries": [ "undergraduate GPA", "college GPA", "graduate GPA", "masters GPA", "PhD GPA", "grad school GPA" ], "blockRows": 47, "blockChars": 36357, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:03:01.151Z" } } }, { "id": "a346bb18", "type": "multi-session", "question": "How many minutes did I exceed my target time by in the marathon?", "answer": "12", "abstain": false, "mem": "on", "response": "Based on the excerpts:\n- Your target time for the marathon was 4 hours and 10 minutes (stated on 2023-05-20).\n- You completed your first full marathon in 4 hours and 22 minutes (stated on 2023-05-25).\n\nArithmetic: 4h 22m - 4h 10m = 12 minutes.\n\nYou exceeded your target time by 12 minutes.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0385, "ms": 34653, "ingest": { "rows": 726, "ms": 131, "cached": 726 }, "recalled": 106, "queries": [ "marathon finish time", "marathon target time", "marathon goal time", "marathon result", "how long did the marathon take", "marathon pace" ], "blockRows": 48, "blockChars": 36525, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:03:03.180Z" } } }, { "id": "37f165cf", "type": "multi-session", "question": "What was the page count of the two novels I finished in January and March?", "answer": "856", "abstain": false, "mem": "on", "response": "The provided excerpts do not mention any novels finished in January or March. The memory records you finishing \"The Power\" in December (341 pages) and \"The Nightingale\" (440 pages), but it does not specify the months you completed them.\n\nThe excerpts do not contain this information.", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": true, "f1": 0, "ms": 27674, "ingest": { "rows": 820, "ms": 164, "cached": 820 }, "recalled": 75, "queries": [ "novels finished January", "books read January", "novels finished March", "books read March", "page count January novel", "page count March novel" ], "blockRows": 47, "blockChars": 36386, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T05:03:05.227Z" } } }, { "id": "8e91e7d9", "type": "multi-session", "question": "What is the total number of siblings I have?", "answer": "4", "abstain": false, "mem": "on", "response": "You mentioned having:\n- 3 sisters (Conversation on 2023-05-24)\n- 1 brother (Conversation on 2023-05-25)\n\nTotal: 4 siblings", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0952, "ms": 24894, "ingest": { "rows": 749, "ms": 168, "cached": 749 }, "recalled": 124, "queries": [ "my brothers", "my sisters", "my siblings", "who are my siblings", "my family members", "how many siblings" ], "blockRows": 59, "blockChars": 36932, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:03:07.156Z" } } }, { "id": "87f22b4a", "type": "multi-session", "question": "How much have I made from selling eggs this month?", "answer": "$120", "abstain": false, "mem": "on", "response": "Based on the conversations from 2023-05-22 and 2023-05-26:\n- You sold a total of 40 dozen eggs (mentioned on 2023-05-22).\n- You sell the eggs to your neighbor for $3 a dozen (mentioned on 2023-05-26).\n\nCalculation: 40 dozen * $3/dozen = $120.\n\n$120", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0444, "ms": 31802, "ingest": { "rows": 734, "ms": 175, "cached": 734 }, "recalled": 102, "queries": [ "sold eggs", "egg sales", "money from eggs", "egg income", "sold a dozen eggs", "egg profit" ], "blockRows": 45, "blockChars": 36545, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:03:09.097Z" } } }, { "id": "e56a43b9", "type": "multi-session", "question": "How much discount will I get on my next purchase at FreshMart?", "answer": "$5", "abstain": false, "mem": "on", "response": "Based on the conversation from 2023-05-27, you mentioned that \"every 100 points translate to a $1 discount on my next purchase\" and that you have 500 points.\n\n500 points / 100 points per dollar = $5\n\nYou will get a $5 discount on your next purchase at FreshMart.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0435, "ms": 28182, "ingest": { "rows": 699, "ms": 142, "cached": 699 }, "recalled": 98, "queries": [ "FreshMart discount", "FreshMart coupon", "FreshMart promo code", "FreshMart reward", "FreshMart voucher", "FreshMart offer" ], "blockRows": 56, "blockChars": 36396, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:03:11.108Z" } } }, { "id": "efc3f7c2", "type": "multi-session", "question": "How much earlier do I wake up on Fridays compared to other weekdays?", "answer": "30 minutes", "abstain": false, "mem": "on", "response": "On other weekdays, you wake up at 6:30 AM (mentioned on 2023-05-24), and on Fridays, you wake up at 6:00 AM (mentioned on 2023-05-29).\n\n6:30 AM - 6:00 AM = 30 minutes.\n\nYou wake up 30 minutes earlier on Fridays.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0833, "ms": 31957, "ingest": { "rows": 747, "ms": 121, "cached": 747 }, "recalled": 68, "queries": [ "wake up time Friday", "wake up time Monday", "wake up time Tuesday", "wake up time Wednesday", "wake up time Thursday", "what time did I wake up" ], "blockRows": 71, "blockChars": 37229, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:03:13.154Z" } } }, { "id": "21d02d0d", "type": "multi-session", "question": "How many fun runs did I miss in March due to work commitments?", "answer": "2", "abstain": false, "mem": "on", "response": "You missed the following fun runs in March due to work commitments:\n* March 5th (from conversation on 2023-04-26, session answer_2c637141_1)\n* March 26th (from conversation on 2023-04-26, session answer_2c637141_2)\n\nTotal: 2", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0526, "ms": 31961, "ingest": { "rows": 755, "ms": 167, "cached": 755 }, "recalled": 112, "queries": [ "fun run March", "missed run work", "cancelled run work", "race March work", "skipped run March", "work commitment run" ], "blockRows": 46, "blockChars": 37066, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:03:15.284Z" } } }, { "id": "2311e44b_abs", "type": "multi-session", "question": "How many pages do I have left to read in 'Sapiens'?", "answer": "The information provided is not enough. You did not mention how many paged do you have left to read in 'Sapiens'.", "abstain": true, "mem": "on", "response": "The provided excerpts do not mention the total page count of \"Sapiens\" or your current page number in that book, so I cannot calculate how many pages you have left.\n\nThe excerpts do not contain this information.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": true, "f1": 1, "ms": 24904, "ingest": { "rows": 751, "ms": 144, "cached": 751 }, "recalled": 132, "queries": [ "Sapiens page", "reading Sapiens", "finished page Sapiens", "Sapiens progress", "last page read Sapiens", "Sapiens book" ], "blockRows": 57, "blockChars": 36551, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:03:17.335Z" } } }, { "id": "6456829e_abs", "type": "multi-session", "question": "How many plants did I initially plant for tomatoes and chili peppers?", "answer": "The information provided is not enough. You mentioned planting 5 plants for tomatoes but you did not mention chili peppers.", "abstain": true, "mem": "on", "response": "You initially planted 5 tomato plants (mentioned on 2023-05-22). There is no mention of how many chili pepper plants you planted.\n\nTomatoes: 5 (2023-05-22)\nChili peppers: Not mentioned\n\nTotal: 5 (with chili peppers missing)", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": true, "f1": 1, "ms": 26976, "ingest": { "rows": 743, "ms": 153, "cached": 743 }, "recalled": 81, "queries": [ "planted tomatoes", "planted chili peppers", "tomato seedlings", "chili pepper seedlings", "how many tomato plants", "how many chili plants" ], "blockRows": 44, "blockChars": 36303, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:03:19.361Z" } } }, { "id": "e5ba910e_abs", "type": "multi-session", "question": "What is the total cost of my recently purchased headphones and the iPad?", "answer": "The information provided is not enough. You mentioned purchasing a headphone, but you did not mention the iPad.", "abstain": true, "mem": "on", "response": "Based on the provided excerpts:\n\n* **Sony WH-1000XM4 headphones**: $378 (mentioned on 2023-05-25)\n* **iPad**: There is no mention of you purchasing an iPad in the memory excerpts.\n\nBecause there is no price for an iPad, I can only provide the cost of the headphones.\n\nTotal cost: $378 (iPad price missing)", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0, "ms": 29858, "ingest": { "rows": 758, "ms": 149, "cached": 758 }, "recalled": 106, "queries": [ "headphones price", "iPad price", "bought headphones", "purchased iPad", "cost of headphones", "cost of iPad" ], "blockRows": 47, "blockChars": 36441, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:03:21.400Z" } } }, { "id": "a96c20ee_abs", "type": "multi-session", "question": "At which university did I present a poster for my undergrad course research project?", "answer": "The information provided is not enough. You did not mention presenting a poster for your undergrad course research project.", "abstain": true, "mem": "on", "response": "You presented a poster on your thesis research at Harvard University.\n\nHarvard University", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": false, "f1": 0, "ms": 16801, "ingest": { "rows": 784, "ms": 198, "cached": 784 }, "recalled": 100, "queries": [ "undergrad research project poster", "presented a poster", "university poster presentation", "undergraduate course research", "where did I present my poster", "college research project presentation" ], "blockRows": 60, "blockChars": 36880, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No", "at": "2026-10-03T05:03:23.382Z" } } }, { "id": "ba358f49_abs", "type": "multi-session", "question": "How old will Rachel be when I get married?", "answer": "The information provided is not enough. You did not mention how old Rachel is right now, nor when will you get married.", "abstain": true, "mem": "on", "response": "The excerpts do not contain information about your marriage plans or Rachel's age.\n\nI do not have enough information to answer this.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": true, "f1": 1, "ms": 19755, "ingest": { "rows": 734, "ms": 180, "cached": 734 }, "recalled": 150, "queries": [ "Rachel age", "Rachel birthday", "when am I getting married", "wedding date", "who is Rachel", "my marriage plans" ], "blockRows": 55, "blockChars": 37069, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:03:25.393Z" } } }, { "id": "09ba9854_abs", "type": "multi-session", "question": "How much will I save by taking the bus from the airport to my hotel instead of a taxi?", "answer": "The information provided is not enough. You did not mention how much will the bus take.", "abstain": true, "mem": "on", "response": "Based on the information provided for your trip to Japan, the savings depend on which airport you are flying into:\n\n**If arriving at Narita Airport (NRT):**\n* **Taxi:** Estimated at ¥15,000 - ¥20,000 (around $140 - $180 USD).\n* **Airport Limousine Bus:** Approximately ¥3,200 (around $29 USD) to Shinjuku.\n* **Savings:** You would save approximately **¥11,800 - ¥16,800 (around $111 - $151 USD)**.\n\n**If arriving at Haneda Airport (HND):**\n* **Taxi:** Estimated at ¥6,000 - ¥10,000 (around $55 - $90 USD).\n* **Airport Limousine Bus:** Approximately ¥1,000 - ¥2,000.\n* **Savings:** You would save approximately **¥4,000 - ¥9,000 (around $35 - $80 USD)**.\n\nSince you mentioned in a later conversation that you are flying into Narita Airport and staying in Shinjuku, the first calculation applies.\n\nYou will save approximately ¥11,800 - ¥16,800 (around $111 - $151 USD).", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": false, "f1": 0, "ms": 69289, "ingest": { "rows": 754, "ms": 198, "cached": 754 }, "recalled": 67, "queries": [ "airport bus price", "airport taxi cost", "hotel name", "bus fare airport", "taxi fare airport", "transportation costs airport" ], "blockRows": 50, "blockChars": 36404, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T05:03:27.494Z" } } }, { "id": "gpt4_59149c77", "type": "temporal-reasoning", "question": "How many days passed between my visit to the Museum of Modern Art (MoMA) and the 'Ancient Civilizations' exhibit at the Metropolitan Museum of Art?", "answer": "7 days. 8 days (including the last day) is also acceptable.", "abstain": false, "mem": "on", "response": "Based on the excerpts:\n- You visited the Museum of Modern Art (MoMA) on 2023-01-08 (mentioned in the conversation on that date: \"I just got back from a guided tour at the Museum of Modern Art\").\n- You visited the \"Ancient Civilizations\" exhibit at the Metropolitan Museum of Art on 2023-01-15 (mentioned in the conversation on that date: \"I attended the 'Ancient Civilizations' exhibit at the Metropolitan Museum of Art today\").\n\nArithmetic: 2023-01-15 minus 2023-01-08 = 7 days.\n\n7 days", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0706, "ms": 38220, "ingest": { "rows": 743, "ms": 144, "cached": 743 }, "recalled": 91, "queries": [ "Museum of Modern Art", "MoMA", "Metropolitan Museum of Art", "Met Museum", "Ancient Civilizations exhibit", "visited the Met" ], "blockRows": 45, "blockChars": 36178, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:03:29.583Z" } } }, { "id": "gpt4_f49edff3", "type": "temporal-reasoning", "question": "Which three events happened in the order from first to last: the day I helped my friend prepare the nursery, the day I helped my cousin pick out stuff for her baby shower, and the day I ordered a customized phone case for my friend's birthday?", "answer": "First, I helped my friend prepare the nursery, then I helped my cousin pick out stuff for her baby shower, and lastly, I ordered a customized phone case for my friend's birthday.", "abstain": false, "mem": "on", "response": "Based on the memory excerpts, the events occurred in this order:\n\n1. **Helping a friend prepare the nursery**: 2023-02-05\n2. **Helping a cousin pick out baby shower stuff**: 2023-02-10\n3. **Ordering a customized phone case**: 2023-02-20\n\nThe order is the day you helped your friend prepare the nursery, the day you helped your cousin pick out stuff for her baby shower, and the day you ordered a customized phone case for your friend's birthday.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.44, "ms": 37838, "ingest": { "rows": 743, "ms": 148, "cached": 743 }, "recalled": 127, "queries": [ "helped friend prepare nursery", "nursery preparation", "helped cousin baby shower", "cousin baby shower shopping", "ordered customized phone case", "friend's birthday phone case" ], "blockRows": 51, "blockChars": 36311, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:03:31.663Z" } } }, { "id": "71017276", "type": "temporal-reasoning", "question": "How many weeks ago did I meet up with my aunt and receive the crystal chandelier?", "answer": "4", "abstain": false, "mem": "on", "response": "The excerpts state that you received the crystal chandelier from your aunt on 2023-03-04.\n\nCalculation:\n- Received on 2023-03-04\n- Today is 2023-04-01\n- Time elapsed: 28 days → 4 weeks\n\n4 weeks ago", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0571, "ms": 29143, "ingest": { "rows": 844, "ms": 164, "cached": 844 }, "recalled": 112, "queries": [ "aunt", "crystal chandelier", "met my aunt", "received chandelier", "visit aunt", "gift from aunt" ], "blockRows": 72, "blockChars": 36412, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:03:33.790Z" } } }, { "id": "b46e15ed", "type": "temporal-reasoning", "question": "How many months have passed since I participated in two charity events in a row, on consecutive days?", "answer": "2", "abstain": false, "mem": "on", "response": "Based on the excerpts, you participated in the following charity events on consecutive days:\n* \"Books for Kids\" charity book drive (2023-02-15)\n* \"Ride to Cure Cancer\" charity bike ride (2023-02-15) - *Note: While both are mentioned in conversations dated 2023-02-15, the user states they participated in the \"Books for Kids\" event \"today\" and the \"Ride to Cure Cancer\" event \"recently.\"*\n\nHowever, reviewing all dates, there are no instances where you explicitly stated participating in two different charity events on two consecutive calendar days. You mentioned several events on different dates (2023-01-30, 2023-02-14, 2023-02-15, and 2023-03-19), but none were on consecutive days.\n\nThe excerpts do not contain information about charity events on consecutive days.", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": true, "f1": 0, "ms": 51432, "ingest": { "rows": 740, "ms": 124, "cached": 740 }, "recalled": 104, "queries": [ "charity event", "volunteered", "fundraiser", "donation", "gave back", "charity" ], "blockRows": 54, "blockChars": 36809, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No", "at": "2026-10-03T05:03:35.873Z" } } }, { "id": "gpt4_fa19884c", "type": "temporal-reasoning", "question": "How many days passed between the day I started playing along to my favorite songs on my old keyboard and the day I discovered a bluegrass band?", "answer": "6 days. 7 days (including the last day) is also acceptable.", "abstain": false, "mem": "on", "response": "The user started playing along to songs on their old keyboard on 2023-03-25 and discovered a bluegrass band on 2023-03-31.\n\nArithmetic: 2023-03-31 minus 2023-03-25 = 6 days.\n\n6 days", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1364, "ms": 30432, "ingest": { "rows": 733, "ms": 123, "cached": 733 }, "recalled": 110, "queries": [ "started playing keyboard", "favorite songs keyboard", "discovered bluegrass band", "found bluegrass band", "keyboard music", "bluegrass music" ], "blockRows": 55, "blockChars": 36153, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:03:37.907Z" } } }, { "id": "0bc8ad92", "type": "temporal-reasoning", "question": "How many months have passed since I last visited a museum with a friend?", "answer": "5", "abstain": false, "mem": "on", "response": "You visited the Science Museum for a behind-the-scenes tour with a friend who is a chemistry professor on 2022-10-22.\n\nCalculation:\n2022-10-22 to 2023-03-25 → about 5 months and 3 days.\n\n5 months", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0571, "ms": 29710, "ingest": { "rows": 698, "ms": 126, "cached": 698 }, "recalled": 85, "queries": [ "museum", "art gallery", "visited museum with", "went to a museum", "museum friend", "museum trip" ], "blockRows": 52, "blockChars": 36534, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:03:40.002Z" } } }, { "id": "af082822", "type": "temporal-reasoning", "question": "How many weeks ago did I attend the friends and family sale at Nordstrom?", "answer": "2", "abstain": false, "mem": "on", "response": "You mentioned attending the friends and family sale at Nordstrom \"yesterday\" in a conversation dated 2022-11-18.\n\nCalculation:\n* Event date: 2022-11-17\n* Today's date: 2022-12-01\n* Difference: 14 days → exactly 2 weeks.\n\nYou attended the sale 2 weeks ago.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0488, "ms": 34023, "ingest": { "rows": 738, "ms": 177, "cached": 738 }, "recalled": 133, "queries": [ "Nordstrom friends and family sale", "went to Nordstrom sale", "Nordstrom shopping", "friends and family event", "Nordstrom visit", "bought things at Nordstrom" ], "blockRows": 50, "blockChars": 36687, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:03:42.111Z" } } }, { "id": "gpt4_4929293a", "type": "temporal-reasoning", "question": "Which event happened first, my cousin's wedding or Michael's engagement party?", "answer": "Michael's engagement party", "abstain": false, "mem": "on", "response": "Michael's engagement party happened first.\n\n- Michael's engagement party: mentioned on 2023-05-06 as having happened \"today.\"\n- Cousin's wedding: mentioned on 2023-06-15 as having happened \"today.\"\n\nMichael's engagement party occurred on 2023-05-06, and your cousin's wedding occurred on 2023-06-15.\n\nMichael's engagement party happened first.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1333, "ms": 35609, "ingest": { "rows": 756, "ms": 125, "cached": 756 }, "recalled": 79, "queries": [ "cousin's wedding", "Michael's engagement party", "wedding date", "engagement party date", "when was the wedding", "when was the engagement party" ], "blockRows": 50, "blockChars": 36457, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:03:44.147Z" } } }, { "id": "gpt4_b5700ca9", "type": "temporal-reasoning", "question": "How many days ago did I attend the Maundy Thursday service at the Episcopal Church?", "answer": "4 days.", "abstain": false, "mem": "on", "response": "You attended the Maundy Thursday service at the Episcopal Church on 2023-04-06. Today is 2023-04-10.\n\n2023-04-10 minus 2023-04-06 = 4 days ago.\n\n4 days ago", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.125, "ms": 29935, "ingest": { "rows": 769, "ms": 194, "cached": 769 }, "recalled": 113, "queries": [ "Maundy Thursday service", "Episcopal Church", "attended church", "went to service", "Maundy Thursday", "Episcopal" ], "blockRows": 59, "blockChars": 36955, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:03:46.189Z" } } }, { "id": "9a707b81", "type": "temporal-reasoning", "question": "How many days ago did I attend a baking class at a local culinary school when I made my friend's birthday cake?", "answer": "21 days. 22 days (including the last day) is also acceptable.", "abstain": false, "mem": "on", "response": "You did not attend a baking class on the day you made your friend's birthday cake.\n\nAccording to the excerpts:\n- You attended a baking class at a local culinary school on 2022-03-20 (mentioned as \"yesterday\" in a conversation on 2022-03-21).\n- You baked your friend's birthday cake on 2022-04-10.\n\nThe baking class occurred on 2022-03-20, and today is 2022-04-15.\nCalculation: March 20 to April 15 is 11 days in March + 15 days in April = 26 days.\n\nYou attended the baking class 26 days ago.", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": false, "f1": 0.1031, "ms": 49236, "ingest": { "rows": 758, "ms": 161, "cached": 758 }, "recalled": 122, "queries": [ "baking class", "culinary school", "birthday cake", "made a cake", "friend's birthday", "attended baking" ], "blockRows": 51, "blockChars": 36323, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T05:03:48.245Z" } } }, { "id": "gpt4_1d4ab0c9", "type": "temporal-reasoning", "question": "How many days passed between the day I started watering my herb garden and the day I harvested my first batch of fresh herbs?", "answer": "24 days. 25 days (including the last day) is also acceptable.", "abstain": false, "mem": "on", "response": "- Started watering herb garden: 2023-03-22\n- Harvested first batch: 2023-04-15\n\nArithmetic: 2023-04-15 minus 2023-03-22 = 24 days.\n\n24 days", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1714, "ms": 27486, "ingest": { "rows": 735, "ms": 148, "cached": 735 }, "recalled": 107, "queries": [ "started watering herb garden", "first batch of fresh herbs", "harvested herbs", "planted herb garden", "watering herbs", "herb garden harvest date" ], "blockRows": 46, "blockChars": 36440, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:03:50.335Z" } } }, { "id": "gpt4_e072b769", "type": "temporal-reasoning", "question": "How many weeks ago did I start using the cashback app 'Ibotta'?", "answer": "3 weeks ago", "abstain": false, "mem": "on", "response": "The excerpts do not state exactly when you started using Ibotta; they only mention that you had \"just downloaded\" it on 2023-04-16.\n\nAssuming you started using it on 2023-04-16, and today is 2023-05-06:\n2023-05-06 minus 2023-04-16 = 20 days $\\approx$ 2.86 weeks.\n\nAbout 3 weeks ago.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1034, "ms": 35777, "ingest": { "rows": 722, "ms": 138, "cached": 722 }, "recalled": 107, "queries": [ "Ibotta", "started using Ibotta", "downloaded Ibotta", "installed Ibotta", "cashback app", "Ibotta account" ], "blockRows": 52, "blockChars": 36853, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:03:52.667Z" } } }, { "id": "0db4c65d", "type": "temporal-reasoning", "question": "How many days had passed since I finished reading 'The Seven Husbands of Evelyn Hugo' when I attended the book reading event at the local library, where the author of 'The Silent Patient' is discussing her latest thriller novel?", "answer": "18 days. 19 days (including the last day) is also acceptable.", "abstain": false, "mem": "on", "response": "You finished reading \"The Seven Husbands of Evelyn Hugo\" on 2022-12-28 and attended the book reading event on 2023-01-15.\n\nArithmetic:\nFrom 2022-12-28 to 2022-12-31 is 3 days.\nFrom 2023-01-01 to 2023-01-15 is 15 days.\nTotal: 3 + 15 = 18 days.\n\n18 days", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1311, "ms": 39446, "ingest": { "rows": 699, "ms": 117, "cached": 699 }, "recalled": 115, "queries": [ "finished reading The Seven Husbands of Evelyn Hugo", "book reading event local library", "author of The Silent Patient", "Alex Michaelides library event", "latest thriller novel discussion", "when did I finish Evelyn Hugo" ], "blockRows": 46, "blockChars": 36318, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:03:54.980Z" } } }, { "id": "gpt4_1d80365e", "type": "temporal-reasoning", "question": "How many days did I spend on my solo camping trip to Yosemite National Park?", "answer": "2 days. 3 days (including the last day) is also acceptable.", "abstain": false, "mem": "on", "response": "The provided excerpts do not state the total number of days spent on your solo camping trip to Yosemite National Park; they only mention that you started the trip on 2023-05-15 and returned on 2023-05-17.\n\nThe excerpts do not contain this information.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": true, "f1": 0.0385, "ms": 29945, "ingest": { "rows": 766, "ms": 154, "cached": 766 }, "recalled": 109, "queries": [ "Yosemite solo camping", "Yosemite trip dates", "camping in Yosemite", "Yosemite itinerary", "when did I go to Yosemite", "how long was my Yosemite trip" ], "blockRows": 52, "blockChars": 36212, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T05:03:57.016Z" } } }, { "id": "gpt4_7f6b06db", "type": "temporal-reasoning", "question": "What is the order of the three trips I took in the past three months, from earliest to latest?", "answer": "I went on a day hike to Muir Woods National Monument with my family, then I went on a road trip with friends to Big Sur and Monterey, and finally I started my solo camping trip to Yosemite National Park.", "abstain": false, "mem": "on", "response": "Based on the excerpts, here are the trips you took in the past three months (from today's date of 2023-06-01):\n\n1. **Day hike to Muir Woods National Monument**: 2023-03-10\n2. **Road trip along Highway 1** (including Point Lobos, Cannery Row, and Pacific Grove): mentioned on 2023-04-20\n3. **Solo camping trip to Yosemite National Park**: 2023-05-15\n\nThe order from earliest to latest is Muir Woods, the Highway 1 road trip, and Yosemite National Park.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.3652, "ms": 41353, "ingest": { "rows": 771, "ms": 159, "cached": 771 }, "recalled": 134, "queries": [ "trip", "traveled", "vacation", "flight", "hotel", "visit" ], "blockRows": 59, "blockChars": 36490, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:03:59.041Z" } } }, { "id": "gpt4_6dc9b45b", "type": "temporal-reasoning", "question": "How many months ago did I attend the Seattle International Film Festival?", "answer": "4 months ago", "abstain": false, "mem": "on", "response": "You attended the Seattle International Film Festival (SIFF) on 2021-06-01.\n\n2021-06-01 to 2021-10-02 $\\rightarrow$ about 4 months ago.\n\n4 months ago", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.2069, "ms": 23949, "ingest": { "rows": 809, "ms": 180, "cached": 809 }, "recalled": 79, "queries": [ "Seattle International Film Festival", "SIFF", "went to film festival", "visited Seattle film festival", "attended SIFF", "Seattle film festival dates" ], "blockRows": 61, "blockChars": 36606, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No", "at": "2026-10-03T05:04:01.117Z" } } }, { "id": "gpt4_8279ba02", "type": "temporal-reasoning", "question": "How many days ago did I buy a smoker?", "answer": "10 days ago. 11 days (including the last day) is also acceptable.", "abstain": false, "mem": "on", "response": "You mentioned getting a smoker on 2023-03-15 (\"I just got a smoker today\").\n\nToday is 2023-03-25.\n2023-03-25 minus 2023-03-15 = 10 days.\n\n10 days ago", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.2439, "ms": 26178, "ingest": { "rows": 729, "ms": 151, "cached": 729 }, "recalled": 123, "queries": [ "bought a smoker", "purchased a smoker", "smoker delivery", "ordered a smoker", "new smoker", "smoker receipt" ], "blockRows": 56, "blockChars": 36679, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:04:03.248Z" } } }, { "id": "gpt4_18c2b244", "type": "temporal-reasoning", "question": "What is the order of the three events: 'I signed up for the rewards program at ShopRite', 'I used a Buy One Get One Free coupon on Luvs diapers at Walmart', and 'I redeemed $12 cashback for a $10 Amazon gift card from Ibotta'?", "answer": "First, I used a Buy One Get One Free coupon on Luvs diapers at Walmart. Then, I redeemed $12 cashback for a $10 Amazon gift card from Ibotta. Finally, I signed up for the rewards program at ShopRite.", "abstain": false, "mem": "on", "response": "Based on the conversation dates, the order of the events is as follows:\n\n1. **I used a Buy One Get One Free coupon on Luvs diapers at Walmart**: 2023-04-01\n2. **I redeemed $12 cashback for a $10 Amazon gift card from Ibotta**: 2023-04-10\n3. **I signed up for the rewards program at ShopRite**: 2023-04-15\n\nThe order is: Walmart coupon, Ibotta redemption, then ShopRite rewards signup.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.6667, "ms": 36910, "ingest": { "rows": 761, "ms": 138, "cached": 761 }, "recalled": 99, "queries": [ "ShopRite rewards program", "signed up for ShopRite", "Luvs diapers Walmart coupon", "BOGO Luvs diapers", "Ibotta Amazon gift card", "redeemed cashback Ibotta" ], "blockRows": 50, "blockChars": 35978, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:04:05.313Z" } } }, { "id": "gpt4_a1b77f9c", "type": "temporal-reasoning", "question": "How many weeks in total do I spent on reading 'The Nightingale' and listening to 'Sapiens: A Brief History of Humankind' and 'The Power'?", "answer": "2 weeks for 'The Nightingale', 4 weeks for 'Sapiens: A Brief History of Humankind', and 2 weeks for 'The Power', so a total of 8 weeks.", "abstain": false, "mem": "on", "response": "Based on the provided excerpts:\n\n* **The Nightingale**: You finished reading this on 2022-01-15. The excerpts do not state when you started reading it.\n* **Sapiens: A Brief History of Humankind**: You started listening to it on 2022-02-01 and finished listening to it on 2022-03-01. (2022-03-01 minus 2022-02-01 = 28 days/4 weeks).\n* **The Power**: You started listening to it on 2022-03-06 and finished listening to it on 2022-03-20. (2022-03-20 minus 2022-03-06 = 14 days/2 weeks).\n\nBecause the start date for \"The Nightingale\" is missing, the total time spent across all three cannot be calculated. However, for the two audiobooks, the total is 6 weeks.\n\nThe excerpts do not contain the start date for 'The Nightingale'.", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": true, "f1": 0.2429, "ms": 61190, "ingest": { "rows": 746, "ms": 193, "cached": 746 }, "recalled": 120, "queries": [ "reading The Nightingale", "listening to Sapiens", "listening to The Power", "The Nightingale progress", "Sapiens audiobook", "The Power audiobook" ], "blockRows": 47, "blockChars": 36321, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T05:04:07.409Z" } } }, { "id": "gpt4_1916e0ea", "type": "temporal-reasoning", "question": "How many days passed between the day I cancelled my FarmFresh subscription and the day I did my online grocery shopping from Instacart?", "answer": "54 days. 55 days (including the last day) is also acceptable.", "abstain": false, "mem": "on", "response": "- Cancelled FarmFresh subscription: 2023-01-05\n- Online grocery shopping from Instacart: 2023-02-28\n\nCalculation:\nFrom 2023-01-05 to 2023-01-31 is 26 days.\nFrom 2023-02-01 to 2023-02-28 is 28 days.\nTotal: 26 + 28 = 54 days.\n\n54 days", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1481, "ms": 36875, "ingest": { "rows": 777, "ms": 129, "cached": 777 }, "recalled": 135, "queries": [ "FarmFresh subscription cancelled", "cancelled FarmFresh", "Instacart grocery shopping", "ordered from Instacart", "FarmFresh cancellation date", "Instacart order date" ], "blockRows": 53, "blockChars": 36856, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:04:09.583Z" } } }, { "id": "gpt4_7a0daae1", "type": "temporal-reasoning", "question": "How many weeks passed between the day I bought my new tennis racket and the day I received it?", "answer": "1 week", "abstain": false, "mem": "on", "response": "- Bought new tennis racket: 2023-03-10\n- Received new tennis racket: 2023-03-17\n- Calculation: 2023-03-17 minus 2023-03-10 = 7 days (1 week)\n\n1 week", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1333, "ms": 26388, "ingest": { "rows": 793, "ms": 116, "cached": 793 }, "recalled": 105, "queries": [ "bought tennis racket", "ordered tennis racket", "received tennis racket", "tennis racket arrived", "tennis racket delivery", "new racket" ], "blockRows": 59, "blockChars": 37103, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:04:11.605Z" } } }, { "id": "gpt4_468eb063", "type": "temporal-reasoning", "question": "How many days ago did I meet Emma?", "answer": "9 days ago. 10 days (including the last day) is also acceptable.", "abstain": false, "mem": "on", "response": "You mentioned meeting Emma (a freelance writer) \"last week\" in a conversation on 2023-04-11.\n\nCalculation:\n- Meeting date: approximately 2023-04-04 (one week before April 11)\n- Today's date: 2023-04-20\n- 2023-04-20 minus 2023-04-04 = 16 days\n\nYou met Emma approximately 16 days ago.", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": false, "f1": 0.1356, "ms": 36266, "ingest": { "rows": 736, "ms": 180, "cached": 736 }, "recalled": 128, "queries": [ "met Emma", "meeting Emma", "Emma", "when did I meet Emma", "first time meeting Emma", "Emma's name" ], "blockRows": 58, "blockChars": 36905, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T05:04:13.635Z" } } }, { "id": "gpt4_7abb270c", "type": "temporal-reasoning", "question": "What is the order of the six museums I visited from earliest to latest?", "answer": "Science Museum, Museum of Contemporary Art, Metropolitan Museum of Art, Museum of History, Modern Art Museum, Natural History Museum", "abstain": false, "mem": "on", "response": "Based on the excerpts provided, here is the order of the museums you visited:\n\n1. **Science Museum**: Visited on 2023-01-15 (\"I visited the Science Museum's 'Space Exploration' exhibition today\").\n2. **Metropolitan Museum of Art**: Visited on 2023-02-10 (\"I saw it in person today at the Metropolitan Museum of Art's 'Ancient Egyptian Artifacts' exhibition\").\n3. **Museum of History**: Visited on 2023-02-15 (\"I participated in a behind-the-scenes tour of the Museum of History's conservation lab today\").\n4. **Contemporary Art Museum**: Visited on 2023-02-15 (You mentioned visiting the \"Women in Art\" exhibition on \"March 15th,\" but this was stated during a conversation on Feb 15th; however, looking at the sequence of events, this follows the Museum of History on the same day).\n5. **Modern Art Gallery/Museum**: Visited on 2023-02-17 (You noted you \"participated in a guided tour there on February 17th\").\n6. **Natural History Museum**: Visited on 2023-03-04 (\"I took my niece to the Natural History Museum to see the 'Dinosaur Fossils' exhibition today\").\n\nThe order is Science Museum, Metropolitan Museum of Art, Museum of History, Contemporary Art Museum, Modern Art Gallery/Museum, and Natural History Museum.", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": false, "f1": 0.1863, "ms": 81352, "ingest": { "rows": 736, "ms": 97, "cached": 736 }, "recalled": 84, "queries": [ "museum", "visited a museum", "went to a museum", "art gallery", "museum trip", "museum tour" ], "blockRows": 54, "blockChars": 36584, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T05:04:15.717Z" } } }, { "id": "gpt4_1e4a8aeb", "type": "temporal-reasoning", "question": "How many days passed between the day I attended the gardening workshop and the day I planted the tomato saplings?", "answer": "6 days. 7 days (including the last day) is also acceptable.", "abstain": false, "mem": "on", "response": "- Gardening workshop attended on: 2023-04-15\n- Tomato saplings planted on: 2023-04-21\n\nArithmetic: 2023-04-21 minus 2023-04-15 = 6 days.\n\n6 days", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1667, "ms": 26169, "ingest": { "rows": 748, "ms": 166, "cached": 748 }, "recalled": 79, "queries": [ "gardening workshop", "planted tomato saplings", "attended gardening workshop", "planted tomatoes", "gardening class", "tomato planting" ], "blockRows": 53, "blockChars": 36274, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:04:17.847Z" } } }, { "id": "gpt4_4fc4f797", "type": "temporal-reasoning", "question": "How many days passed between the day I received feedback about my car's suspension and the day I tested my new suspension setup?", "answer": "38 days. 39 days (including the last day) is also acceptable.", "abstain": false, "mem": "on", "response": "The provided excerpts do not mention the date you received feedback about your car's suspension; they only state that you received feedback from judges that the suspension was \"too soft.\"\n\nRegarding the testing of the setup, you were preparing for an open track day at VIR on 2023-04-24 (based on the assistant's clarification on 2023-04-23).\n\nBecause the date of the feedback is missing, the number of days cannot be calculated.\n\nDate of testing: 2023-04-24\nDate of feedback: Not mentioned", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": true, "f1": 0.069, "ms": 36970, "ingest": { "rows": 720, "ms": 160, "cached": 720 }, "recalled": 102, "queries": [ "car suspension feedback", "suspension review", "received feedback suspension", "tested new suspension", "tried new suspension setup", "suspension test drive" ], "blockRows": 43, "blockChars": 36187, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T05:04:20.044Z" } } }, { "id": "4dfccbf7", "type": "temporal-reasoning", "question": "How many days had passed since I started taking ukulele lessons when I decided to take my acoustic guitar to the guitar tech for servicing?", "answer": "24 days. 25 days (including the last day) is also acceptable.", "abstain": false, "mem": "on", "response": "- Started ukulele lessons: 2023-02-01\n- Decided to take guitar to the tech: 2023-02-01 (mentioned in the same conversation)\n\nThe decision was made on the same day the lessons started.\n\n0 days", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": false, "f1": 0.1026, "ms": 27092, "ingest": { "rows": 760, "ms": 187, "cached": 760 }, "recalled": 99, "queries": [ "ukulele lessons", "started ukulele", "acoustic guitar servicing", "guitar tech", "took guitar to tech", "guitar maintenance" ], "blockRows": 65, "blockChars": 36656, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No", "at": "2026-10-03T05:04:22.095Z" } } }, { "id": "gpt4_61e13b3c", "type": "temporal-reasoning", "question": "How many weeks passed between the time I sold homemade baked goods at the Farmers' Market for the last time and the time I participated in the Spring Fling Market?", "answer": "3 weeks", "abstain": false, "mem": "on", "response": "- Sold homemade baked goods at the Farmers' Market: 2023-02-26\n- Participated in the Spring Fling Market: 2023-03-20 (The user stated on 2023-03-21 that they were there \"yesterday\")\n\nCalculation: 2023-02-26 to 2023-03-20 is 22 days.\n22 days ÷ 7 days/week = 3 weeks and 1 day.\n\nAbout 3 weeks passed.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0714, "ms": 41626, "ingest": { "rows": 724, "ms": 110, "cached": 724 }, "recalled": 109, "queries": [ "Farmers' Market baked goods", "sold baked goods", "Spring Fling Market", "participated in Spring Fling", "last time at Farmers' Market", "Spring Fling date" ], "blockRows": 44, "blockChars": 36490, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:04:24.184Z" } } }, { "id": "gpt4_45189cb4", "type": "temporal-reasoning", "question": "What is the order of the sports events I watched in January?", "answer": "First, I attended a NBA game at the Staples Center, then I watched the College Football National Championship game, and finally, I watched the NFL playoffs.", "abstain": false, "mem": "on", "response": "Based on the excerpts, you watched the following sports events in January:\n\n1. **NBA Game (Lakers vs. Chicago Bulls)**: Watched on 2023-01-05 (the user mentioned going \"today\").\n2. **College Football National Championship (Georgia vs. Alabama)**: Watched on 2023-01-14 (the user mentioned watching it \"yesterday\" in a conversation on 2023-01-15).\n3. **NFL Divisional Round (Kansas City Chiefs vs. Buffalo Bills)**: Watched \"last weekend\" relative to 2023-01-22, which would be around 2023-01-14 or 2023-01-15.\n\nThe order was the NBA game, followed by the College Football National Championship and the NFL Divisional Round.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1913, "ms": 46789, "ingest": { "rows": 745, "ms": 174, "cached": 745 }, "recalled": 117, "queries": [ "January sports", "watched game January", "watched match January", "January football", "January basketball", "January tennis" ], "blockRows": 51, "blockChars": 36661, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:04:26.223Z" } } }, { "id": "2ebe6c90", "type": "temporal-reasoning", "question": "How many days did it take me to finish 'The Nightingale' by Kristin Hannah?", "answer": "21 days. 22 days (including the last day) is also acceptable.", "abstain": false, "mem": "on", "response": "The provided excerpts do not contain the date you finished \"The Nightingale,\" only that you started it on 2023-01-10 and had finished it by 2023-01-24.\n\nThe excerpts do not contain this information.", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": true, "f1": 0, "ms": 25706, "ingest": { "rows": 766, "ms": 161, "cached": 766 }, "recalled": 96, "queries": [ "\"The Nightingale\" Kristin Hannah", "started reading The Nightingale", "finished The Nightingale", "reading progress The Nightingale", "how long to read The Nightingale", "completed The Nightingale" ], "blockRows": 48, "blockChars": 36469, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T05:04:28.493Z" } } }, { "id": "gpt4_e061b84f", "type": "temporal-reasoning", "question": "What is the order of the three sports events I participated in during the past month, from earliest to latest?", "answer": "I first completed the Spring Sprint Triathlon, then took part in the Midsummer 5K Run, and finally participated in the company's annual charity soccer tournament.", "abstain": false, "mem": "on", "response": "Based on the excerpts, you participated in the following sports events:\n\n1. **Midsummer 5K Run**: 2023-06-10\n2. **Company's annual charity soccer tournament**: 2023-06-17\n3. (No third sports event is mentioned in the memory excerpts).\n\nThe order from earliest to latest is:\n1. Midsummer 5K Run (2023-06-10)\n2. Charity soccer tournament (2023-06-17)\n\nThe excerpts only mention two sports events.", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": false, "f1": 0.2824, "ms": 36213, "ingest": { "rows": 716, "ms": 187, "cached": 716 }, "recalled": 123, "queries": [ "sports event", "competition", "tournament", "race", "game", "match" ], "blockRows": 66, "blockChars": 36845, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T05:04:30.555Z" } } }, { "id": "370a8ff4", "type": "temporal-reasoning", "question": "How many weeks had passed since I recovered from the flu when I went on my 10th jog outdoors?", "answer": "15", "abstain": false, "mem": "on", "response": "To determine how many weeks passed between recovering from the flu and your 10th outdoor jog:\n\n* **Recovered from flu**: 2023-01-19 (stated in conversation on that date: \"I finally recovered from the flu today\").\n* **10th jog outdoors**: 2023-04-10 (stated in conversation on that date: \"I went on my 10th jog outdoors today\").\n\nArithmetic:\nFrom 2023-01-19 to 2023-04-10 is 81 days.\n81 days ÷ 7 days/week ≈ 11.57 weeks.\n\nApproximately 11.5 weeks had passed.", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": false, "f1": 0, "ms": 47419, "ingest": { "rows": 771, "ms": 109, "cached": 771 }, "recalled": 123, "queries": [ "recovered from flu", "flu symptoms gone", "first jog outdoors", "second jog outdoors", "third jog outdoors", "fourth jog outdoors" ], "blockRows": 51, "blockChars": 36429, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T05:04:32.665Z" } } }, { "id": "gpt4_d6585ce8", "type": "temporal-reasoning", "question": "What is the order of the concerts and musical events I attended in the past two months, starting from the earliest?", "answer": "The order of the concerts I attended is: 1. Billie Eilish concert at the Wells Fargo Center in Philly, 2. Free outdoor concert series in the park, 3. Music festival in Brooklyn, 4. Jazz night at a local bar, 5. Queen + Adam Lambert concert at the Prudential Center in Newark, NJ.", "abstain": false, "mem": "on", "response": "Based on the excerpts provided, here is the order of the concerts and musical events you attended over the past two months (from February 22 to April 22, 2023):\n\n1. **Concert with a ticket stub**: 2023-03-18 (mentioned as \"today's show\")\n2. **Free outdoor concert series in the park**: 2023-03-25 (mentioned as \"today\")\n3. **Billie Eilish show in Philly**: Date not specified, but mentioned on 2023-04-08 as a \"big event\" attended \"lately.\"\n4. **Jazz night at a local bar**: 2023-04-08 (mentioned as \"today\")\n5. **Queen with Adam Lambert at the Prudential Center**: Date not specified, but mentioned on 2023-04-15 as something you \"just saw.\"\n6. **Music festival in the city** (featuring The 1975 and Billie Eilish): Date not specified, but mentioned as \"recently\" on 2023-04-13.\n\n*Note: The music festival in Brooklyn is also mentioned on 2023-04-01 and 2023-04-15 as a past event, but no specific date was provided.*\n\nThe events occurred between 2023-03-18 and 2023-04-15.", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": true, "f1": 0.3592, "ms": 71882, "ingest": { "rows": 754, "ms": 152, "cached": 754 }, "recalled": 124, "queries": [ "concert", "musical", "show", "gig", "performance", "live music" ], "blockRows": 51, "blockChars": 36450, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No", "at": "2026-10-03T05:04:34.740Z" } } }, { "id": "gpt4_4ef30696", "type": "temporal-reasoning", "question": "How many days passed between the day I finished reading 'The Nightingale' and the day I started reading 'The Hitchhiker's Guide to the Galaxy'?", "answer": "1 day. 2 days (including the last day) is also acceptable.", "abstain": false, "mem": "on", "response": "- Finished reading 'The Nightingale': 2022-01-15\n- Started reading 'The Hitchhiker's Guide to the Galaxy': 2022-01-16\n- Calculation: 2022-01-16 minus 2022-01-15 = 1 day\n\n1 day", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1579, "ms": 31761, "ingest": { "rows": 761, "ms": 160, "cached": 761 }, "recalled": 105, "queries": [ "finished reading The Nightingale", "finished The Nightingale", "started reading The Hitchhiker's Guide to the Galaxy", "started The Hitchhiker's Guide", "read The Nightingale", "read Hitchhiker's Guide" ], "blockRows": 53, "blockChars": 36666, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:04:36.926Z" } } }, { "id": "gpt4_ec93e27f", "type": "temporal-reasoning", "question": "Which mode of transport did I use most recently, a bus or a train?", "answer": "train", "abstain": false, "mem": "on", "response": "Based on the excerpts provided, your most recent mention of transport was a train ride to visit your family in the countryside on 2023-03-03.\n\nTrain", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.08, "ms": 19642, "ingest": { "rows": 766, "ms": 174, "cached": 766 }, "recalled": 78, "queries": [ "bus", "train", "took the bus", "took the train", "rode the bus", "rode the train" ], "blockRows": 52, "blockChars": 36777, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:04:38.984Z" } } }, { "id": "6e984301", "type": "temporal-reasoning", "question": "How many weeks have I been taking sculpting classes when I invested in my own set of sculpting tools?", "answer": "3", "abstain": false, "mem": "on", "response": "On 2023-02-11, you stated that you had been taking sculpting classes for \"about 6 weeks.\" Later, on 2023-03-04, you mentioned that you \"actually got my own set of sculpting tools today.\"\n\nTo calculate the time elapsed between those two dates:\n2023-02-11 to 2023-03-04 is 21 days, which is exactly 3 weeks.\n6 weeks (as of Feb 11) + 3 weeks = 9 weeks.\n\nYou had been taking sculpting classes for about 9 weeks.", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": false, "f1": 0.0253, "ms": 37217, "ingest": { "rows": 771, "ms": 195, "cached": 771 }, "recalled": 129, "queries": [ "sculpting classes", "started sculpting", "bought sculpting tools", "invested in sculpting tools", "sculpting tool set", "first sculpting class" ], "blockRows": 46, "blockChars": 36518, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No", "at": "2026-10-03T05:04:41.034Z" } } }, { "id": "8077ef71", "type": "temporal-reasoning", "question": "How many days ago did I attend a networking event?", "answer": "26 days. 27 days (including the last day) is also acceptable.", "abstain": false, "mem": "on", "response": "You attended a networking event on 2022-03-09, and today is 2022-04-04.\n2022-04-04 minus 2022-03-09 = 26 days.\n\n26 days ago", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.2222, "ms": 25533, "ingest": { "rows": 795, "ms": 165, "cached": 795 }, "recalled": 153, "queries": [ "networking event", "met people", "professional mixer", "industry event", "conference", "business gathering" ], "blockRows": 52, "blockChars": 36581, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:04:43.231Z" } } }, { "id": "gpt4_f420262c", "type": "temporal-reasoning", "question": "What is the order of airlines I flew with from earliest to latest before today?", "answer": "JetBlue, Delta, United, American Airlines", "abstain": false, "mem": "on", "response": "Based on the excerpts, here is the order of airlines you flew with from earliest to latest:\n\n1. **American Airlines**: Mentioned on 2023-01-15 as a \"recent experience,\" and you had a flight from New York to Los Angeles (referenced as \"today\" on 2023-02-10).\n2. **United Airlines**: You flew from Boston to Chicago on 2023-01-28.\n3. **American Airlines**: You had a flight from LAX to JFK that was delayed by 2 hours, which you were recovering from on 2023-02-14.\n\nThe order is American Airlines, United Airlines, and then American Airlines again.", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": false, "f1": 0.0619, "ms": 43876, "ingest": { "rows": 742, "ms": 143, "cached": 742 }, "recalled": 81, "queries": [ "flight", "airline", "booked a flight", "flew with", "boarding pass", "plane ticket" ], "blockRows": 47, "blockChars": 36060, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T05:04:45.315Z" } } }, { "id": "gpt4_8e165409", "type": "temporal-reasoning", "question": "How many days passed between the day I repotted the previous spider plant and the day I gave my neighbor, Mrs. Johnson, a few cuttings from my spider plant?", "answer": "14 days. 15 days (including the last day) is also acceptable.", "abstain": false, "mem": "on", "response": "- Repotted the previous spider plant: 2023-03-04\n- Gave cuttings to Mrs. Johnson: 2023-03-18\n\nCalculation: 18 - 4 = 14 days.\n\n14 days passed.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1818, "ms": 25803, "ingest": { "rows": 722, "ms": 96, "cached": 722 }, "recalled": 87, "queries": [ "repotted spider plant", "spider plant repotting", "gave Mrs. Johnson spider plant", "cuttings for Mrs. Johnson", "spider plant cuttings", "Mrs. Johnson plant" ], "blockRows": 51, "blockChars": 36561, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:04:47.388Z" } } }, { "id": "gpt4_74aed68e", "type": "temporal-reasoning", "question": "How many days passed between the day I replaced my spark plugs and the day I participated in the Turbocharged Tuesdays auto racking event?", "answer": "29 days. 30 days (including the last day) is also acceptable.", "abstain": false, "mem": "on", "response": "- Replaced spark plugs: 2023-02-14\n- Participated in Turbocharged Tuesdays: 2023-03-15\n- Arithmetic: February 14 to March 15 is 14 days remaining in February (28 - 14) + 15 days in March = 29 days.\n\n29 days", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1778, "ms": 27626, "ingest": { "rows": 736, "ms": 154, "cached": 736 }, "recalled": 121, "queries": [ "replaced spark plugs", "spark plugs", "Turbocharged Tuesdays", "auto racking event", "Turbocharged Tuesdays auto racking", "car maintenance" ], "blockRows": 54, "blockChars": 36539, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:04:49.462Z" } } }, { "id": "bcbe585f", "type": "temporal-reasoning", "question": "How many weeks ago did I attend a bird watching workshop at the local Audubon society?", "answer": "4", "abstain": false, "mem": "on", "response": "You attended the bird watching workshop on 2023-04-01. Today's date is 2023-05-01.\n\n2023-05-01 minus 2023-04-01 = 30 days.\n30 days / 7 days per week = 4 weeks and 2 days.\n\nYou attended the workshop about 4 weeks ago.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0455, "ms": 31310, "ingest": { "rows": 715, "ms": 159, "cached": 715 }, "recalled": 99, "queries": [ "bird watching workshop", "Audubon society", "went to bird watching", "visited Audubon", "birding class", "Audubon workshop" ], "blockRows": 62, "blockChars": 36411, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:04:51.587Z" } } }, { "id": "gpt4_21adecb5", "type": "temporal-reasoning", "question": "How many months passed between the completion of my undergraduate degree and the submission of my master's thesis?", "answer": "6 months", "abstain": false, "mem": "on", "response": "The provided excerpts do not contain information regarding the completion date of your undergraduate degree. They only mention that you submitted your master's thesis on 2023-05-15.\n\nI cannot determine how many months passed as the undergraduate completion date is missing.", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": true, "f1": 0.0476, "ms": 27568, "ingest": { "rows": 766, "ms": 126, "cached": 766 }, "recalled": 110, "queries": [ "undergraduate degree completion date", "graduated bachelor's", "master's thesis submission date", "submitted my thesis", "finished undergrad", "handed in master's thesis" ], "blockRows": 54, "blockChars": 36386, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": false, "raw": "No", "at": "2026-10-03T05:04:53.659Z" } } }, { "id": "5e1b23de", "type": "temporal-reasoning", "question": "How many months ago did I attend the photography workshop?", "answer": "3", "abstain": false, "mem": "on", "response": "You attended the photography workshop on 2023-11-01.\nToday is 2024-02-01.\nCalculation: 2023-11-01 to 2024-02-01 → 3 months.\n\n3 months ago", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0741, "ms": 26111, "ingest": { "rows": 701, "ms": 119, "cached": 701 }, "recalled": 121, "queries": [ "photography workshop", "attended photography class", "photo workshop date", "photography seminar", "learned photography", "photography course" ], "blockRows": 45, "blockChars": 36292, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:04:55.708Z" } } }, { "id": "gpt4_98f46fc6", "type": "temporal-reasoning", "question": "Which event did I participate in first, the charity gala or the charity bake sale?", "answer": "I participated in the charity bake sale first.", "abstain": false, "mem": "on", "response": "Based on the memory excerpts:\n\n* **Charity bake sale**: You helped organize this on 2023-03-15.\n* **Charity gala**: You mentioned attending this \"tonight\" in a conversation on 2023-03-28.\n\nThe charity bake sale occurred first.\n\nCharity bake sale", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.2326, "ms": 27274, "ingest": { "rows": 750, "ms": 144, "cached": 750 }, "recalled": 88, "queries": [ "charity gala", "charity bake sale", "attended gala", "went to bake sale", "participated in gala", "participated in bake sale" ], "blockRows": 51, "blockChars": 36465, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:04:57.805Z" } } }, { "id": "gpt4_af6db32f", "type": "temporal-reasoning", "question": "How many days ago did I watch the Super Bowl?", "answer": "17 days ago. 18 days (including the last day) is also acceptable.", "abstain": false, "mem": "on", "response": "You mentioned watching the Super Bowl on 2023-02-12.\nToday's date is 2023-03-01.\nArithmetic: February 12 to March 1 is 17 days (28 - 12 = 16 days in February + 1 day in March).\n\n17 days ago", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.2449, "ms": 26575, "ingest": { "rows": 736, "ms": 121, "cached": 736 }, "recalled": 99, "queries": [ "Super Bowl", "watched the game", "Super Bowl Sunday", "football game", "NFL championship", "watched the Super Bowl" ], "blockRows": 53, "blockChars": 36367, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:04:59.891Z" } } }, { "id": "eac54adc", "type": "temporal-reasoning", "question": "How many days ago did I launch my website when I signed a contract with my first client?", "answer": "19 days ago. 20 days (including the last day) is also acceptable.", "abstain": false, "mem": "on", "response": "The provided excerpts do not mention when you launched your website, so I cannot calculate the number of days. They only state that you signed a contract with your first client on 2023-03-01.\n\nThe excerpts do not contain the website launch date.", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": true, "f1": 0.04, "ms": 24801, "ingest": { "rows": 718, "ms": 145, "cached": 718 }, "recalled": 112, "queries": [ "launched my website", "website launch date", "signed contract first client", "first client contract", "first client", "website live" ], "blockRows": 50, "blockChars": 36856, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T05:05:02.017Z" } } }, { "id": "gpt4_7ddcf75f", "type": "temporal-reasoning", "question": "How many days ago did I go on a whitewater rafting trip in the Oregon mountains?", "answer": "3 days ago. 4 days (including the last day) is also acceptable.", "abstain": false, "mem": "on", "response": "You went on a whitewater rafting trip in the Oregon mountains on 2023-06-17.\n\nToday is 2023-06-20, so 2023-06-20 minus 2023-06-17 = 3 days ago.\n\n3 days ago", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.2326, "ms": 28724, "ingest": { "rows": 738, "ms": 155, "cached": 738 }, "recalled": 94, "queries": [ "whitewater rafting Oregon", "rafting trip mountains", "went rafting", "Oregon rafting date", "rafting in Oregon", "whitewater rafting" ], "blockRows": 61, "blockChars": 36784, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:05:04.064Z" } } }, { "id": "gpt4_a2d1d1f6", "type": "temporal-reasoning", "question": "How many days ago did I harvest my first batch of fresh herbs from the herb garden kit?", "answer": "3 days ago. 4 days (including the last day) is also acceptable.", "abstain": false, "mem": "on", "response": "You harvested your first batch of fresh herbs on 2023-04-15.\nToday's date is 2023-04-18.\nArithmetic: 2023-04-18 minus 2023-04-15 = 3 days.\n\n3 days ago", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.2326, "ms": 29651, "ingest": { "rows": 750, "ms": 133, "cached": 750 }, "recalled": 91, "queries": [ "harvested herbs", "herb garden kit", "first batch of herbs", "picked herbs", "herb garden harvest", "first harvest" ], "blockRows": 49, "blockChars": 36472, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:05:06.411Z" } } }, { "id": "gpt4_85da3956", "type": "temporal-reasoning", "question": "How many weeks ago did I attend the 'Summer Nights' festival at Universal Studios Hollywood?", "answer": "3 weeks ago", "abstain": false, "mem": "on", "response": "You mentioned attending the \"Summer Nights\" festival at Universal Studios Hollywood in a conversation on 2023-07-15, where the assistant stated, \"I didn't know you went to Universal Studios Hollywood three weeks ago.\"\n\nSince that conversation took place on 2023-07-15 and today is 2023-08-05:\n- From 2023-07-15 to 2023-08-05 is 21 days (exactly 3 weeks).\n- Adding the 3 weeks mentioned in the conversation: 3 weeks + 3 weeks = 6 weeks.\n\n6 weeks ago", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": false, "f1": 0.0759, "ms": 40115, "ingest": { "rows": 754, "ms": 160, "cached": 754 }, "recalled": 127, "queries": [ "Summer Nights festival", "Universal Studios Hollywood", "went to Universal Studios", "attended Summer Nights", "Universal Studios trip", "Summer Nights date" ], "blockRows": 50, "blockChars": 36598, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No", "at": "2026-10-03T05:05:08.626Z" } } }, { "id": "gpt4_b0863698", "type": "temporal-reasoning", "question": "How many days ago did I participate in the 5K charity run?", "answer": "7 days ago. 8 days (including the last day) is also acceptable.", "abstain": false, "mem": "on", "response": "You participated in the 5K charity run on 2023-03-19.\n\nToday is 2023-03-26.\n2023-03-26 minus 2023-03-19 = 7 days.\n\n7 days ago", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.2632, "ms": 25947, "ingest": { "rows": 722, "ms": 128, "cached": 722 }, "recalled": 77, "queries": [ "5K charity run", "charity run date", "ran a 5K", "completed the 5K", "charity race", "5K run" ], "blockRows": 45, "blockChars": 35943, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:05:10.754Z" } } }, { "id": "gpt4_68e94287", "type": "temporal-reasoning", "question": "Which event happened first, my participation in the #PlankChallenge or my post about vegan chili recipe?", "answer": "You posted a recipe for vegan chili on Instagram using the hashtag #FoodieAdventures first.", "abstain": false, "mem": "on", "response": "- Participation in the #PlankChallenge: 2023-03-15\n- Post about vegan chili recipe: 2023-03-09 (The user mentioned on 2023-03-10 that they shared it \"yesterday\")\n\nThe post about the vegan chili recipe happened first.\n\nYour post about the vegan chili recipe happened first.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1923, "ms": 28340, "ingest": { "rows": 742, "ms": 208, "cached": 742 }, "recalled": 124, "queries": [ "#PlankChallenge", "Plank Challenge", "vegan chili recipe", "vegan chili", "posted chili", "did the plank challenge" ], "blockRows": 51, "blockChars": 36903, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:05:12.834Z" } } }, { "id": "gpt4_e414231e", "type": "temporal-reasoning", "question": "How many days passed between the day I fixed my mountain bike and the day I decided to upgrade my road bike's pedals?", "answer": "4 days. 5 days (including the last day) is also acceptable.", "abstain": false, "mem": "on", "response": "- Fixed mountain bike: 2023-03-15\n- Decided to upgrade road bike's pedals: 2023-03-19\n\nArithmetic: 2023-03-19 minus 2023-03-15 = 4 days.\n\n4 days", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1579, "ms": 28127, "ingest": { "rows": 761, "ms": 134, "cached": 761 }, "recalled": 54, "queries": [ "fixed mountain bike", "repaired mountain bike", "mountain bike fix", "upgrade road bike pedals", "road bike pedals", "new pedals for road bike" ], "blockRows": 49, "blockChars": 36367, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:05:15.614Z" } } }, { "id": "gpt4_7ca326fa", "type": "temporal-reasoning", "question": "Who graduated first, second and third among Emma, Rachel and Alex?", "answer": "Emma graduated first, followed by Rachel and then Alex.", "abstain": false, "mem": "on", "response": "Based on the conversation dates and the details provided:\n\n1. **Emma**: Graduated high school on May 27, 2022 (the user mentioned on 2022-05-28 that she graduated \"yesterday\").\n2. **Alex**: Graduated college on June 22, 2022 (the user mentioned on 2022-06-22 that he graduated \"today\").\n3. **Rachel**: Graduated with a master's degree on June 21, 2022 (the user mentioned on 2022-06-22 that her ceremony was \"yesterday\").\n\nTherefore, the order of graduation was Emma, then Rachel, then Alex.\n\n1. Emma (2022-05-27)\n2. Rachel (2022-06-21)\n3. Alex (2022-06-22)", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.12, "ms": 54031, "ingest": { "rows": 760, "ms": 168, "cached": 760 }, "recalled": 99, "queries": [ "Emma graduated", "Rachel graduated", "Alex graduated", "Emma graduation date", "Rachel graduation date", "Alex graduation date" ], "blockRows": 51, "blockChars": 36383, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:05:17.782Z" } } }, { "id": "gpt4_7bc6cf22", "type": "temporal-reasoning", "question": "How many days ago did I read the March 15th issue of The New Yorker?", "answer": "12 days ago. 13 days (including the last day) is also acceptable.", "abstain": false, "mem": "on", "response": "You read the March 15th issue of The New Yorker on 2023-03-20.\nToday is 2023-04-01.\n2023-03-20 to 2023-04-01 → 12 days ago.\n\n12 days ago", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.2439, "ms": 27003, "ingest": { "rows": 783, "ms": 131, "cached": 783 }, "recalled": 99, "queries": [ "March 15th New Yorker", "read New Yorker", "New Yorker issue", "March 15", "reading the New Yorker", "The New Yorker" ], "blockRows": 53, "blockChars": 36755, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:05:19.826Z" } } }, { "id": "2ebe6c92", "type": "temporal-reasoning", "question": "Which book did I finish a week ago?", "answer": "'The Nightingale' by Kristin Hannah", "abstain": false, "mem": "on", "response": "You finished \"The Nightingale\" by Kristin Hannah on 2023-01-31 (as stated in the conversation on that date: \"I just finished a historical fiction novel, 'The Nightingale' by Kristin Hannah, today\").\n\nToday is 2023-02-07, so 2023-02-07 minus 7 days is 2023-01-31.\n\nThe Nightingale", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1633, "ms": 30436, "ingest": { "rows": 733, "ms": 189, "cached": 733 }, "recalled": 118, "queries": [ "finished reading", "read the last page", "completed a book", "finished a novel", "done with the book", "book I just finished" ], "blockRows": 50, "blockChars": 36600, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:05:22.056Z" } } }, { "id": "gpt4_e061b84g", "type": "temporal-reasoning", "question": "I mentioned participating in a sports event two weeks ago. What was the event?", "answer": "The company's annual charity soccer tournament.", "abstain": false, "mem": "on", "response": "On 2023-06-17, you mentioned that you were participating in your company's annual charity soccer tournament today.\n\nThe event was a charity soccer tournament.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.4, "ms": 18699, "ingest": { "rows": 797, "ms": 138, "cached": 797 }, "recalled": 102, "queries": [ "sports event", "race", "tournament", "game", "competition", "participated in" ], "blockRows": 58, "blockChars": 36274, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:05:24.144Z" } } }, { "id": "71017277", "type": "temporal-reasoning", "question": "I received a piece of jewelry last Saturday from whom?", "answer": "my aunt", "abstain": false, "mem": "on", "response": "The provided excerpts do not contain information about you receiving a piece of jewelry last Saturday.\n\nThe excerpts do not support the question.", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": true, "f1": 0, "ms": 19850, "ingest": { "rows": 733, "ms": 154, "cached": 733 }, "recalled": 135, "queries": [ "jewelry", "gift", "received", "last Saturday", "present", "who gave me" ], "blockRows": 63, "blockChars": 36886, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:05:26.176Z" } } }, { "id": "b46e15ee", "type": "temporal-reasoning", "question": "What charity event did I participate in a month ago?", "answer": "the 'Walk for Hunger' charity event", "abstain": false, "mem": "on", "response": "A month ago, around March 19, 2023, you participated in the \"Walk for Hunger\" charity event, where you walked 5 kilometers to raise money for a local food bank.\n\n\"Walk for Hunger\" (2023-03-19)", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.2703, "ms": 27212, "ingest": { "rows": 719, "ms": 160, "cached": 719 }, "recalled": 125, "queries": [ "charity event", "fundraiser", "volunteered", "donation", "marathon", "benefit" ], "blockRows": 71, "blockChars": 36908, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:05:28.225Z" } } }, { "id": "gpt4_d6585ce9", "type": "temporal-reasoning", "question": "Who did I go with to the music event last Saturday?", "answer": "my parents", "abstain": false, "mem": "on", "response": "Based on the conversation from 2023-04-15 (which was a Saturday), you mentioned attending the Queen show with Adam Lambert at the Prudential Center in Newark, NJ \"with my parents.\"\n\nYou went with your parents.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1176, "ms": 26547, "ingest": { "rows": 685, "ms": 113, "cached": 685 }, "recalled": 132, "queries": [ "music event last Saturday", "concert last Saturday", "who did I go with Saturday", "show last Saturday", "gig last Saturday", "Saturday music" ], "blockRows": 54, "blockChars": 36491, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:05:30.347Z" } } }, { "id": "gpt4_1e4a8aec", "type": "temporal-reasoning", "question": "What gardening-related activity did I do two weeks ago?", "answer": "planting 12 new tomato saplings", "abstain": false, "mem": "on", "response": "Two weeks ago, on 2023-04-21, you planted 12 new tomato saplings.\n\nPlanted 12 new tomato saplings on 2023-04-21.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.2963, "ms": 22443, "ingest": { "rows": 735, "ms": 147, "cached": 735 }, "recalled": 112, "queries": [ "gardening", "planted", "watering", "weeding", "garden", "yard work" ], "blockRows": 53, "blockChars": 36339, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:05:32.509Z" } } }, { "id": "gpt4_f420262d", "type": "temporal-reasoning", "question": "What was the airline that I flied with on Valentine's day?", "answer": "American Airlines", "abstain": false, "mem": "on", "response": "On 2023-02-14 (Valentine's Day), you booked a flight from Boston (BOS) to Fort Lauderdale (FLL) with JetBlue (Flight B6 1018).\n\nJetBlue", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": false, "f1": 0, "ms": 26311, "ingest": { "rows": 712, "ms": 148, "cached": 712 }, "recalled": 98, "queries": [ "Valentine's Day flight", "airline February 14", "flight on Valentine's", "booked flight February", "flying on Feb 14", "airline ticket Valentine's" ], "blockRows": 48, "blockChars": 36218, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T05:05:34.640Z" } } }, { "id": "gpt4_59149c78", "type": "temporal-reasoning", "question": "I mentioned that I participated in an art-related event two weeks ago. Where was that event held at?", "answer": "The Metropolitan Museum of Art.", "abstain": false, "mem": "on", "response": "You mentioned attending the \"Ancient Civilizations\" exhibit, which was held at the Metropolitan Museum of Art (mentioned on 2023-01-15, which is two weeks before today's date of 2023-02-01).\n\nThe event was held at the Metropolitan Museum of Art.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.186, "ms": 28476, "ingest": { "rows": 750, "ms": 187, "cached": 750 }, "recalled": 119, "queries": [ "art event", "art gallery", "art exhibition", "museum", "workshop", "where was the art event" ], "blockRows": 46, "blockChars": 36485, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:05:36.767Z" } } }, { "id": "gpt4_e414231f", "type": "temporal-reasoning", "question": "Which bike did I fixed or serviced the past weekend?", "answer": "road bike", "abstain": false, "mem": "on", "response": "Based on the conversation from 2023-03-15, you mentioned that you finally got around to fixing your mountain bike today (which was a Wednesday, but part of the activities you were discussing for that period), specifically replacing the inner tube and cleaning the chain.\n\nMountain bike", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": false, "f1": 0.0455, "ms": 29592, "ingest": { "rows": 736, "ms": 111, "cached": 736 }, "recalled": 47, "queries": [ "bike fixed", "bike serviced", "repaired bike", "bike maintenance", "fixed my bike", "serviced my bike" ], "blockRows": 51, "blockChars": 36160, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No", "at": "2026-10-03T05:05:38.912Z" } } }, { "id": "gpt4_4929293b", "type": "temporal-reasoning", "question": "What was the the life event of one of my relatives that I participated in a week ago?", "answer": "my cousin's wedding", "abstain": false, "mem": "on", "response": "A week ago (around 2023-06-15), you participated in your cousin's wedding, where you walked down the aisle as a bridesmaid.\n\nYour cousin's wedding", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.2143, "ms": 23514, "ingest": { "rows": 737, "ms": 174, "cached": 737 }, "recalled": 117, "queries": [ "relative event", "family celebration", "wedding", "birthday", "funeral", "anniversary" ], "blockRows": 49, "blockChars": 36299, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:05:41.159Z" } } }, { "id": "gpt4_468eb064", "type": "temporal-reasoning", "question": "Who did I meet with during the lunch last Tuesday?", "answer": "Emma", "abstain": false, "mem": "on", "response": "On Tuesday, April 11, 2023, you caught up with Emma, a freelance writer, over lunch.\n\nEmma", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.125, "ms": 21204, "ingest": { "rows": 718, "ms": 177, "cached": 718 }, "recalled": 93, "queries": [ "lunch last Tuesday", "met for lunch", "who did I have lunch with", "Tuesday lunch meeting", "lunch appointment", "last Tuesday meeting" ], "blockRows": 70, "blockChars": 36959, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:05:43.187Z" } } }, { "id": "gpt4_fa19884d", "type": "temporal-reasoning", "question": "What is the artist that I started to listen to last Friday?", "answer": "a bluegrass band that features a banjo player", "abstain": false, "mem": "on", "response": "Based on the conversation from 2023-03-31 (Fri), you mentioned that you \"recently discovered a bluegrass band that features a banjo player and started enjoying their music today.\" However, the excerpts do not name the specific artist or band.\n\nThe excerpts do not contain the name of the artist.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": true, "f1": 0.25, "ms": 28323, "ingest": { "rows": 791, "ms": 155, "cached": 791 }, "recalled": 131, "queries": [ "last Friday artist", "started listening to", "new music Friday", "who is this artist", "discovered a new artist", "music I liked last week" ], "blockRows": 53, "blockChars": 36805, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:05:45.336Z" } } }, { "id": "9a707b82", "type": "temporal-reasoning", "question": "I mentioned cooking something for my friend a couple of days ago. What was it?", "answer": "a chocolate cake", "abstain": false, "mem": "on", "response": "You mentioned that last weekend you baked a chocolate cake for your friend's birthday party, which used a new recipe with espresso powder to intensify the flavor.\n\nChocolate cake", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1379, "ms": 21200, "ingest": { "rows": 775, "ms": 175, "cached": 775 }, "recalled": 126, "queries": [ "cooked for friend", "cooking for friend", "made for friend", "dinner for friend", "recipe for friend", "what I cooked" ], "blockRows": 52, "blockChars": 36456, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:05:47.375Z" } } }, { "id": "eac54add", "type": "temporal-reasoning", "question": "What was the significant buisiness milestone I mentioned four weeks ago?", "answer": "I signed a contract with my first client.", "abstain": false, "mem": "on", "response": "Four weeks ago, on 2023-02-10, you mentioned that you had just launched your website and created a business plan outline.\n\nLaunched website and created a business plan outline.", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": false, "f1": 0, "ms": 21093, "ingest": { "rows": 718, "ms": 158, "cached": 718 }, "recalled": 166, "queries": [ "business milestone", "big win", "achievement", "deal closed", "launched", "reached goal" ], "blockRows": 57, "blockChars": 36598, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No", "at": "2026-10-03T05:05:49.510Z" } } }, { "id": "4dfccbf8", "type": "temporal-reasoning", "question": "What did I do with Rachel on the Wednesday two months ago?", "answer": "I started taking ukulele lessons with Rachel.", "abstain": false, "mem": "on", "response": "Two months ago from today (2023-04-01) was February 2023. On Wednesday, 2023-02-01, you started taking ukulele lessons with your friend Rachel.\n\nYou started taking ukulele lessons with Rachel.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.3077, "ms": 27801, "ingest": { "rows": 719, "ms": 157, "cached": 719 }, "recalled": 87, "queries": [ "Rachel Wednesday", "what I did with Rachel", "Rachel two months ago", "Wednesday activities", "meeting Rachel", "hanging out with Rachel" ], "blockRows": 57, "blockChars": 36732, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:05:51.578Z" } } }, { "id": "0bc8ad93", "type": "temporal-reasoning", "question": "I mentioned visiting a museum two months ago. Did I visit with a friend or not?", "answer": "No, you did not visit with a friend.", "abstain": false, "mem": "on", "response": "Two months ago from today (2023-03-11) would be January 2023. On 2023-01-11, you mentioned attending a lecture at the History Museum about ancient civilizations \"this month,\" but you did not mention visiting with a friend.\n\nYou did visit the Science Museum with a friend (a chemistry professor), but that conversation took place on 2022-10-22, which was about 5 months ago.\n\nNo, you did not mention visiting with a friend for the museum visit two months ago.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1728, "ms": 40105, "ingest": { "rows": 754, "ms": 168, "cached": 754 }, "recalled": 84, "queries": [ "museum", "visited a museum", "went to a museum", "museum friend", "museum alone", "museum trip" ], "blockRows": 52, "blockChars": 36557, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:05:53.727Z" } } }, { "id": "6e984302", "type": "temporal-reasoning", "question": "I mentioned an investment for a competition four weeks ago? What did I buy?", "answer": "I got my own set of sculpting tools.", "abstain": false, "mem": "on", "response": "You mentioned an investment for a climber's training (specifically for grip strength and endurance) on 2023-02-18, which was about 6 weeks ago. However, regarding the art competition you were preparing for, you did not state that you bought any specific items; you only discussed brainstorming ideas and using materials like found objects, driftwood, and seashells.\n\nThe excerpts do not contain information about a specific purchase for a competition four weeks ago.", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": true, "f1": 0, "ms": 32332, "ingest": { "rows": 721, "ms": 181, "cached": 721 }, "recalled": 106, "queries": [ "investment competition", "bought for competition", "investment four weeks ago", "what did I buy", "competition portfolio", "investment assets" ], "blockRows": 52, "blockChars": 36746, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No", "at": "2026-10-03T05:05:55.855Z" } } }, { "id": "gpt4_8279ba03", "type": "temporal-reasoning", "question": "What kitchen appliance did I buy 10 days ago?", "answer": "a smoker", "abstain": false, "mem": "on", "response": "On 2023-03-15, you mentioned, \"I just got a smoker today.\" Since today's date is 2023-03-25, this was 10 days ago.\n\nYou bought a smoker.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0714, "ms": 25419, "ingest": { "rows": 742, "ms": 162, "cached": 742 }, "recalled": 103, "queries": [ "bought kitchen appliance", "purchased kitchen appliance", "new appliance", "ordered kitchen appliance", "kitchen gadget", "bought for kitchen" ], "blockRows": 54, "blockChars": 36653, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:05:57.901Z" } } }, { "id": "gpt4_b5700ca0", "type": "temporal-reasoning", "question": "Where did I attend the religious activity last week?", "answer": "the Episcopal Church", "abstain": false, "mem": "on", "response": "On 2023-04-06, you mentioned that you attended the Maundy Thursday service at the Episcopal Church.\n\nEpiscopal Church", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.2105, "ms": 19877, "ingest": { "rows": 750, "ms": 175, "cached": 750 }, "recalled": 111, "queries": [ "religious activity", "church", "temple", "mosque", "synagogue", "last week" ], "blockRows": 59, "blockChars": 36450, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:05:59.929Z" } } }, { "id": "gpt4_68e94288", "type": "temporal-reasoning", "question": "What was the social media activity I participated 5 days ago?", "answer": "You participated in a social media challenge called #PlankChallenge.", "abstain": false, "mem": "on", "response": "Today's date is 2023-03-20, and 5 days ago was 2023-03-15. On that date, you mentioned participating in a social media challenge called #PlankChallenge.\n\n#PlankChallenge", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.3889, "ms": 25642, "ingest": { "rows": 716, "ms": 141, "cached": 716 }, "recalled": 129, "queries": [ "posted on social media", "shared on social media", "tweeted", "Instagram", "Facebook", "LinkedIn" ], "blockRows": 61, "blockChars": 36826, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:06:02.034Z" } } }, { "id": "gpt4_2655b836", "type": "temporal-reasoning", "question": "What was the first issue I had with my new car after its first service?", "answer": "GPS system not functioning correctly", "abstain": false, "mem": "on", "response": "Your car's first service was on March 15th (mentioned in session answer_4be1b6b4_2). The first issue you reported after that date was a problem with your car's GPS system on 3/22, which required a trip back to the dealership to have the entire system replaced (mentioned in session answer_4be1b6b4_3).\n\nThe first issue was a problem with the GPS system on 3/22.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0615, "ms": 36990, "ingest": { "rows": 748, "ms": 152, "cached": 748 }, "recalled": 56, "queries": [ "new car first service", "car problem after service", "car issue after service", "car mechanic service", "car noise after service", "car warning light after service" ], "blockRows": 57, "blockChars": 36495, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:06:04.095Z" } } }, { "id": "gpt4_2487a7cb", "type": "temporal-reasoning", "question": "Which event did I attend first, the 'Effective Time Management' workshop or the 'Data Analysis using Python' webinar?", "answer": "'Data Analysis using Python' webinar", "abstain": false, "mem": "on", "response": "Based on the excerpts:\n\n* **'Data Analysis using Python' webinar**: You participated in this \"two months ago\" (relative to 2023-05-24), which would be approximately March 2023.\n* **'Effective Time Management' workshop**: You attended this \"last Saturday\" (relative to 2023-05-24), which was 2023-05-20.\n\nComparing these dates, the webinar occurred first.\n\nThe 'Data Analysis using Python' webinar.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1639, "ms": 36783, "ingest": { "rows": 755, "ms": 130, "cached": 755 }, "recalled": 141, "queries": [ "Effective Time Management workshop", "Data Analysis using Python webinar", "attended workshop", "joined webinar", "time management", "python data analysis" ], "blockRows": 42, "blockChars": 36500, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:06:06.166Z" } } }, { "id": "gpt4_76048e76", "type": "temporal-reasoning", "question": "Which vehicle did I take care of first in February, the bike or the car?", "answer": "bike", "abstain": false, "mem": "on", "response": "Based on the excerpts:\n* You took your **bike** in for repairs in mid-February (mentioned on 2023-03-10 in session answer_b535969f_2).\n* You washed your **car** (Toyota Corolla) on Monday, February 27th (mentioned on 2023-03-10 in session answer_b535969f_1).\n\nSince mid-February comes before February 27th, you took care of the bike first.\n\nThe bike.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0345, "ms": 35891, "ingest": { "rows": 738, "ms": 155, "cached": 738 }, "recalled": 77, "queries": [ "February bike", "February car", "fixed bike February", "fixed car February", "bike maintenance February", "car maintenance February" ], "blockRows": 51, "blockChars": 36424, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:06:08.375Z" } } }, { "id": "gpt4_2312f94c", "type": "temporal-reasoning", "question": "Which device did I got first, the Samsung Galaxy S22 or the Dell XPS 13?", "answer": "Samsung Galaxy S22", "abstain": false, "mem": "on", "response": "You got the Samsung Galaxy S22 first.\n\n- **Samsung Galaxy S22**: Purchased on February 20th (Conversation answer_5328c3c2_1).\n- **Dell XPS 13**: Arrived on February 25th (Conversation answer_5328c3c2_2).\n\nSamsung Galaxy S22", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1765, "ms": 32443, "ingest": { "rows": 712, "ms": 128, "cached": 712 }, "recalled": 109, "queries": [ "Samsung Galaxy S22", "Dell XPS 13", "bought Samsung", "bought Dell", "got S22", "got XPS" ], "blockRows": 73, "blockChars": 37449, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:06:10.404Z" } } }, { "id": "0bb5a684", "type": "temporal-reasoning", "question": "How many days before the team meeting I was preparing for did I attend the workshop on 'Effective Communication in the Workplace'?", "answer": "7 days. 8 days (including the last day) is also acceptable.", "abstain": false, "mem": "on", "response": "You attended the workshop on \"Effective Communication in the Workplace\" on January 10th and were preparing for a team meeting on January 17th.\n\nJanuary 17 - January 10 = 7 days.\n\n7 days", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1579, "ms": 23764, "ingest": { "rows": 735, "ms": 132, "cached": 735 }, "recalled": 101, "queries": [ "team meeting preparation", "Effective Communication in the Workplace workshop", "attended communication workshop", "preparing for team meeting", "workshop date", "meeting date" ], "blockRows": 48, "blockChars": 36136, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:06:12.465Z" } } }, { "id": "08f4fc43", "type": "temporal-reasoning", "question": "How many days had passed between the Sunday mass at St. Mary's Church and the Ash Wednesday service at the cathedral?", "answer": "30 days. 31 days (including the last day) is also acceptable.", "abstain": false, "mem": "on", "response": "The Sunday mass at St. Mary's Church took place on January 2nd, and the Ash Wednesday service at the cathedral took place on February 1st.\n\nArithmetic:\nJanuary 2 to January 31 is 29 days.\nJanuary 31 to February 1 is 1 day.\n29 + 1 = 30 days.\n\n30 days", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.2143, "ms": 37622, "ingest": { "rows": 729, "ms": 162, "cached": 729 }, "recalled": 95, "queries": [ "St. Mary's Church Sunday mass", "Ash Wednesday service cathedral", "went to mass at St. Mary's", "attended Ash Wednesday service", "St. Mary's Church date", "cathedral Ash Wednesday date" ], "blockRows": 47, "blockChars": 36632, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:06:14.531Z" } } }, { "id": "2c63a862", "type": "temporal-reasoning", "question": "How many days did it take for me to find a house I loved after starting to work with Rachel?", "answer": "14 days. 15 days (including the last day) is also acceptable.", "abstain": false, "mem": "on", "response": "To find the number of days between starting to work with Rachel and finding a house you loved:\n* You started working with Rachel on 2022-02-15.\n* You saw a house you really love on 2022-03-01.\n* From February 15 to March 1 is 14 days (13 days remaining in February + 1 day in March).\n\nIt took 14 days.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1791, "ms": 32634, "ingest": { "rows": 770, "ms": 187, "cached": 770 }, "recalled": 98, "queries": [ "Rachel realtor", "started working with Rachel", "found a house I love", "house hunting Rachel", "offered on a house", "signed contract Rachel" ], "blockRows": 53, "blockChars": 36222, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:06:16.686Z" } } }, { "id": "gpt4_385a5000", "type": "temporal-reasoning", "question": "Which seeds were started first, the tomatoes or the marigolds?", "answer": "Tomatoes", "abstain": false, "mem": "on", "response": "The tomatoes were started first. They were started on February 20th, while the marigold seeds arrived on March 3rd.\n\nTomatoes were started first.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0909, "ms": 22922, "ingest": { "rows": 747, "ms": 344, "cached": 747 }, "recalled": 88, "queries": [ "when did I plant tomato seeds", "when did I plant marigold seeds", "started tomato seeds", "started marigold seeds", "tomato seed date", "marigold seed date" ], "blockRows": 47, "blockChars": 36627, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:06:18.758Z" } } }, { "id": "2a1811e2", "type": "temporal-reasoning", "question": "How many days had passed between the Hindu festival of Holi and the Sunday mass at St. Mary's Church?", "answer": "21 days. 22 days (including the last day) is also acceptable.", "abstain": false, "mem": "on", "response": "To determine the number of days between the two events:\n\n* **Holi celebration**: February 26th (mentioned in Conversation on 2023-03-26, session answer_1cc3cd0c_1).\n* **Sunday mass at St. Mary's Church**: March 19th (mentioned in Conversation on 2023-03-26, session answer_1cc3cd0c_2).\n\n**Arithmetic**:\n* Days remaining in February: 28 - 26 = 2 days\n* Days in March: 19 days\n* Total: 2 + 19 = 21 days\n\n21 days passed between the two events.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0769, "ms": 44952, "ingest": { "rows": 735, "ms": 153, "cached": 735 }, "recalled": 98, "queries": [ "Holi", "Hindu festival", "St. Mary's Church", "Sunday mass", "went to mass", "celebrated Holi" ], "blockRows": 59, "blockChars": 36574, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:06:20.844Z" } } }, { "id": "bbf86515", "type": "temporal-reasoning", "question": "How many days before the 'Rack Fest' did I participate in the 'Turbocharged Tuesdays' event?", "answer": "4 days.", "abstain": false, "mem": "on", "response": "- 'Turbocharged Tuesdays' event: 2023-06-14\n- 'Rack Fest' event: 2023-06-18\n\nArithmetic: June 18 - June 14 = 4 days.\n\nYou participated in the 'Turbocharged Tuesdays' event 4 days before 'Rack Fest'.\n\n4 days", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1176, "ms": 31134, "ingest": { "rows": 724, "ms": 153, "cached": 724 }, "recalled": 97, "queries": [ "Rack Fest", "Turbocharged Tuesdays", "participated in Turbocharged Tuesdays", "attended Rack Fest", "Turbocharged Tuesday date", "Rack Fest date" ], "blockRows": 47, "blockChars": 36619, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:06:22.907Z" } } }, { "id": "gpt4_5dcc0aab", "type": "temporal-reasoning", "question": "Which pair of shoes did I clean last month?", "answer": "white Adidas sneakers", "abstain": false, "mem": "on", "response": "You cleaned your white Adidas sneakers last month.\n\nWhite Adidas sneakers", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.4286, "ms": 17494, "ingest": { "rows": 788, "ms": 120, "cached": 788 }, "recalled": 87, "queries": [ "cleaned shoes", "washing shoes", "shoe cleaning", "sneakers clean", "boots clean", "shoes last month" ], "blockRows": 52, "blockChars": 36345, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:06:25.068Z" } } }, { "id": "gpt4_0b2f1d21", "type": "temporal-reasoning", "question": "Which event happened first, the purchase of the coffee maker or the malfunction of the stand mixer?", "answer": "The malfunction of the stand mixer", "abstain": false, "mem": "on", "response": "The malfunction of the stand mixer happened first.\n\nThe user mentions on 2023-05-25 that they had to take the stand mixer to a repair shop \"last month\" (which would be April 2023). The coffee maker was purchased \"about three weeks ago\" relative to the same date (which would be early May 2023).\n\nMalfunction of stand mixer (April 2023) < Purchase of coffee maker (May 2023)\n\nThe malfunction of the stand mixer happened first.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1159, "ms": 35046, "ingest": { "rows": 735, "ms": 184, "cached": 735 }, "recalled": 106, "queries": [ "bought coffee maker", "purchased coffee maker", "coffee maker order", "stand mixer malfunction", "stand mixer broken", "mixer stopped working" ], "blockRows": 56, "blockChars": 36780, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:06:27.110Z" } } }, { "id": "f0853d11", "type": "temporal-reasoning", "question": "How many days had passed between the 'Walk for Hunger' event and the 'Coastal Cleanup' event?", "answer": "14 days. 8 days (including the last day) is also acceptable.", "abstain": false, "mem": "on", "response": "The \"Walk for Hunger\" event took place on February 21st and the \"Coastal Cleanup\" event took place on March 7th.\n\nArithmetic:\nFebruary 21 to February 28 = 7 days\nFebruary 28 to March 7 = 7 days\nTotal = 14 days\n\n14 days", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.125, "ms": 27184, "ingest": { "rows": 757, "ms": 127, "cached": 757 }, "recalled": 101, "queries": [ "Walk for Hunger", "Coastal Cleanup", "when was the Walk for Hunger", "when was the Coastal Cleanup", "date of Walk for Hunger", "date of Coastal Cleanup" ], "blockRows": 47, "blockChars": 36293, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:06:29.249Z" } } }, { "id": "gpt4_6ed717ea", "type": "temporal-reasoning", "question": "Which item did I purchase first, the dog bed for Max or the training pads for Luna?", "answer": "Training pads for Luna", "abstain": false, "mem": "on", "response": "To determine which item was purchased first:\n\n* **Training pads for Luna**: Purchased \"about a month ago\" (relative to 2023-05-29), which would be approximately 2023-04-29.\n* **Dog bed for Max**: Purchased \"about three weeks ago\" (relative to 2023-05-29), which would be approximately 2023-05-08.\n\nThe training pads were purchased about a month ago, while the dog bed was purchased about three weeks ago.\n\nYou purchased the training pads for Luna first.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1067, "ms": 38892, "ingest": { "rows": 739, "ms": 117, "cached": 739 }, "recalled": 92, "queries": [ "dog bed Max", "training pads Luna", "bought dog bed", "purchased training pads", "Max bed", "Luna pads" ], "blockRows": 48, "blockChars": 36140, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:06:31.297Z" } } }, { "id": "gpt4_70e84552", "type": "temporal-reasoning", "question": "Which task did I complete first, fixing the fence or trimming the goats' hooves?", "answer": "Fixing the fence", "abstain": false, "mem": "on", "response": "Based on the conversations from 2023-05-25:\n\n* **Fixing the fence**: You mentioned you fixed the broken fence on the east side \"three weeks ago\" (2023-05-25 minus 21 days $\\rightarrow$ approx. May 4).\n* **Trimming the goats' hooves**: You mentioned you did this \"two weeks ago\" (2023-05-25 minus 14 days $\\rightarrow$ approx. May 11).\n\nYou completed fixing the fence first.\n\nFixing the fence", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0656, "ms": 43192, "ingest": { "rows": 714, "ms": 134, "cached": 714 }, "recalled": 96, "queries": [ "fixed the fence", "fixing the fence", "trimmed the goats' hooves", "trimming the goats' hooves", "goat hooves", "fence repair" ], "blockRows": 50, "blockChars": 36547, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:06:33.606Z" } } }, { "id": "a3838d2b", "type": "temporal-reasoning", "question": "How many charity events did I participate in before the 'Run for the Cure' event?", "answer": "4", "abstain": false, "mem": "on", "response": "Based on the excerpts provided, you participated in the following charity events before the \"Run for the Cure\" event (which took place on October 15th):\n\n* **Dance for a Cause**: May 1st\n* **Walk for Wildlife**: June\n* **Charity Golf Tournament**: July 17th (referenced as one you \"attended\")\n* **Food for Thought charity gala**: September 25th\n\nTotal: 4", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.04, "ms": 30007, "ingest": { "rows": 723, "ms": 122, "cached": 723 }, "recalled": 105, "queries": [ "Run for the Cure", "charity event", "fundraiser", "volunteered", "donation event", "benefit" ], "blockRows": 52, "blockChars": 36173, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:06:35.639Z" } } }, { "id": "gpt4_93159ced", "type": "temporal-reasoning", "question": "How long have I been working before I started my current job at NovaTech?", "answer": "4 years and 9 months", "abstain": false, "mem": "on", "response": "The provided excerpts do not contain information about your employment history prior to joining NovaTech. They only state that you have been working at NovaTech for about 4 years and 3 months.\n\nThe excerpts do not contain this information.", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": true, "f1": 0.1905, "ms": 21814, "ingest": { "rows": 708, "ms": 136, "cached": 708 }, "recalled": 168, "queries": [ "NovaTech start date", "previous job", "employment history", "first job", "work experience", "career timeline" ], "blockRows": 53, "blockChars": 37015, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No", "at": "2026-10-03T05:06:37.824Z" } } }, { "id": "gpt4_2d58bcd6", "type": "temporal-reasoning", "question": "Which book did I finish reading first, 'The Hate U Give' or 'The Nightingale'?", "answer": "'The Hate U Give'", "abstain": false, "mem": "on", "response": "Based on the excerpts:\n\n- You finished **\"The Hate U Give\"** a few days before your book club meeting, which took place \"two weeks ago\" from 2023-05-30 (approximately 2023-05-16).\n- You finished **\"The Nightingale\"** \"last weekend\" (relative to 2023-05-30), which would be around 2023-05-27 or 2023-05-28.\n\nYou finished \"The Hate U Give\" first.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1017, "ms": 39863, "ingest": { "rows": 725, "ms": 123, "cached": 725 }, "recalled": 102, "queries": [ "finished reading The Hate U Give", "finished reading The Nightingale", "read The Hate U Give", "read The Nightingale", "completed The Hate U Give", "completed The Nightingale" ], "blockRows": 49, "blockChars": 36692, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:06:40.003Z" } } }, { "id": "gpt4_65aabe59", "type": "temporal-reasoning", "question": "Which device did I set up first, the smart thermostat or the mesh network system?", "answer": "Smart thermostat", "abstain": false, "mem": "on", "response": "Based on the excerpts:\n\n* **Smart thermostat**: You mentioned on 2023-05-25 that you set this up \"a month ago\" (which would be approximately 2023-04-25).\n* **Mesh network system**: You mentioned on 2023-05-25 that you \"recently\" upgraded to this system, but provided no specific date. However, in a separate conversation on the same day, you noted that you got a new router from your ISP \"around the same time\" you started having Wi-Fi issues, which you were currently troubleshooting.\n\nBecause the smart thermostat was set up a month ago and the mesh network is described as a \"recent\" upgrade associated with current troubleshooting, the smart thermostat was set up first.\n\nThe smart thermostat.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0374, "ms": 50838, "ingest": { "rows": 707, "ms": 83, "cached": 707 }, "recalled": 120, "queries": [ "set up smart thermostat", "installed smart thermostat", "set up mesh network", "installed mesh network", "mesh system setup", "thermostat installation" ], "blockRows": 46, "blockChars": 36399, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:06:42.483Z" } } }, { "id": "982b5123", "type": "temporal-reasoning", "question": "How many months ago did I book the Airbnb in San Francisco?", "answer": "Five months ago", "abstain": false, "mem": "on", "response": "You booked the Airbnb in San Francisco three months in advance of your trip, which took place two months ago (relative to today's date of 2023-05-21).\n\nCalculation:\n- Trip occurred 2 months ago (around March 2023).\n- Booking was made 3 months before that trip.\n- Total time ago: 2 months + 3 months = 5 months ago.\n\n5 months ago", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0656, "ms": 33143, "ingest": { "rows": 741, "ms": 138, "cached": 741 }, "recalled": 83, "queries": [ "Airbnb San Francisco", "booked Airbnb SF", "San Francisco reservation", "Airbnb confirmation", "stay in San Francisco", "SF rental" ], "blockRows": 51, "blockChars": 36266, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:06:44.535Z" } } }, { "id": "b9cfe692", "type": "temporal-reasoning", "question": "How long did I take to finish 'The Seven Husbands of Evelyn Hugo' and 'The Nightingale' combined?", "answer": "5.5 weeks", "abstain": false, "mem": "on", "response": "You took two and a half weeks to finish \"The Seven Husbands of Evelyn Hugo\" and three weeks to finish \"The Nightingale.\"\n\n2.5 weeks + 3 weeks = 5.5 weeks.\n\nYou took 5.5 weeks to finish both books combined.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.15, "ms": 29235, "ingest": { "rows": 738, "ms": 129, "cached": 738 }, "recalled": 98, "queries": [ "\"The Seven Husbands of Evelyn Hugo\" finished", "\"The Seven Husbands of Evelyn Hugo\" started", "\"The Nightingale\" finished", "\"The Nightingale\" started", "finished reading Evelyn Hugo", "finished reading The Nightingale" ], "blockRows": 50, "blockChars": 36712, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:06:46.580Z" } } }, { "id": "gpt4_4edbafa2", "type": "temporal-reasoning", "question": "What was the date on which I attended the first BBQ event in June?", "answer": "June 3rd", "abstain": false, "mem": "on", "response": "You attended a backyard BBQ party at your colleague's house on the 3rd of June.\n\n2023-06-03", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.2105, "ms": 21714, "ingest": { "rows": 718, "ms": 164, "cached": 718 }, "recalled": 67, "queries": [ "BBQ June", "barbecue June", "went to a BBQ in June", "first BBQ June", "June cookout", "June BBQ date" ], "blockRows": 49, "blockChars": 36225, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:06:48.630Z" } } }, { "id": "c8090214", "type": "temporal-reasoning", "question": "How many days before I bought the iPhone 13 Pro did I attend the Holiday Market?", "answer": "7 days. 8 days (including the last day) is also acceptable.", "abstain": false, "mem": "on", "response": "Based on the excerpts:\n- You attended the Holiday Market \"a week before Black Friday\" (Conversation on 2023-12-10, session answer_70dc7d08_1).\n- You bought the iPhone 13 Pro \"on Black Friday\" (Conversation on 2023-12-10, session answer_70dc7d08_2).\n\nSince a week is 7 days, you attended the market 7 days before you bought the phone.\n\n7 days", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.127, "ms": 38660, "ingest": { "rows": 711, "ms": 127, "cached": 711 }, "recalled": 121, "queries": [ "iPhone 13 Pro", "bought iPhone", "Holiday Market", "attended Holiday Market", "purchased phone", "visited market" ], "blockRows": 49, "blockChars": 36331, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:06:50.685Z" } } }, { "id": "gpt4_483dd43c", "type": "temporal-reasoning", "question": "Which show did I start watching first, 'The Crown' or 'Game of Thrones'?", "answer": "'Game of Thrones'", "abstain": false, "mem": "on", "response": "Based on the excerpts:\n\n* You finished the third season of **\"The Crown\"** on 2023-05-29, having finished the season in 14 days (meaning you started it around 2023-05-15).\n* You started **\"Game of Thrones\"** \"about a month ago\" from 2023-05-29 (meaning you started it around 2023-04-29).\n\nYou started watching \"Game of Thrones\" first.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1053, "ms": 44454, "ingest": { "rows": 761, "ms": 148, "cached": 761 }, "recalled": 89, "queries": [ "started watching The Crown", "started watching Game of Thrones", "watched The Crown", "watched Game of Thrones", "first episode of The Crown", "first episode of Game of Thrones" ], "blockRows": 51, "blockChars": 36769, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:06:52.787Z" } } }, { "id": "e4e14d04", "type": "temporal-reasoning", "question": "How long had I been a member of 'Book Lovers Unite' when I attended the meetup?", "answer": "Two weeks", "abstain": false, "mem": "on", "response": "You joined the Facebook group \"Book Lovers Unite\" three weeks before May 28, 2023, and you attended the meetup \"last week\" (relative to May 28, 2023).\n\nArithmetic:\n- Joined: May 28 minus 3 weeks = May 7, 2023.\n- Meetup: May 28 minus 1 week = May 21, 2023.\n- Duration: May 7 to May 21 = 2 weeks.\n\nYou had been a member for 2 weeks when you attended the meetup.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0313, "ms": 40669, "ingest": { "rows": 723, "ms": 112, "cached": 723 }, "recalled": 50, "queries": [ "Book Lovers Unite membership date", "joined Book Lovers Unite", "Book Lovers Unite meetup", "attended Book Lovers Unite event", "when did I join Book Lovers Unite", "Book Lovers Unite meeting date" ], "blockRows": 53, "blockChars": 36582, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:06:54.823Z" } } }, { "id": "c9f37c46", "type": "temporal-reasoning", "question": "How long had I been watching stand-up comedy specials regularly when I attended the open mic night at the local comedy club?", "answer": "2 months", "abstain": false, "mem": "on", "response": "You started watching stand-up comedy regularly about 3 months prior to the conversation on 2023-05-20 (which you noted began when you watched a John Mulaney special). In a separate conversation on the same day, you mentioned attending the open mic night \"last month.\"\n\nArithmetic: 3 months of regular watching minus 1 month since the open mic → about 2 months.\n\nYou had been watching stand-up comedy specials regularly for about 2 months.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0563, "ms": 34087, "ingest": { "rows": 758, "ms": 118, "cached": 758 }, "recalled": 119, "queries": [ "stand-up comedy specials", "watching comedy regularly", "open mic night", "local comedy club", "first time at open mic", "started watching comedy" ], "blockRows": 54, "blockChars": 36658, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:06:57.099Z" } } }, { "id": "gpt4_2c50253f", "type": "temporal-reasoning", "question": "What time do I wake up on Tuesdays and Thursdays?", "answer": "6:45 AM", "abstain": false, "mem": "on", "response": "On Tuesdays and Thursdays, you wake up 15 minutes earlier than your usual 7:00 AM wake-up time to meditate and practice yoga.\n\n6:45 AM", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.2, "ms": 25828, "ingest": { "rows": 826, "ms": 192, "cached": 826 }, "recalled": 74, "queries": [ "Tuesday wake up time", "Thursday wake up time", "Tuesday morning routine", "Thursday morning routine", "when do I wake up on Tuesdays", "when do I wake up on Thursdays" ], "blockRows": 67, "blockChars": 36809, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:06:59.156Z" } } }, { "id": "dcfa8644", "type": "temporal-reasoning", "question": "How many days had passed since I bought my Adidas running shoes when I realized one of the shoelaces on my old Converse sneakers had broken?", "answer": "14 days. 15 days (including the last day) is also acceptable.", "abstain": false, "mem": "on", "response": "- Adidas running shoes bought: 2023-01-10\n- Converse shoelace broken: 2023-01-24\n- Arithmetic: 24 - 10 = 14 days\n\n14 days", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.2, "ms": 26183, "ingest": { "rows": 717, "ms": 121, "cached": 717 }, "recalled": 75, "queries": [ "bought Adidas running shoes", "Adidas shoes purchase date", "Converse shoelace broken", "broke Converse lace", "bought new running shoes", "Converse sneakers broken" ], "blockRows": 51, "blockChars": 36380, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:07:01.309Z" } } }, { "id": "gpt4_b4a80587", "type": "temporal-reasoning", "question": "Which event happened first, the road trip to the coast or the arrival of the new prime lens?", "answer": "The arrival of the new prime lens", "abstain": false, "mem": "on", "response": "The new prime lens arrived first.\n\nAccording to the conversation on 2023-05-23 (session answer_b9d9150e_2), you stated that you got the 50mm f/1.8 prime lens \"a month ago.\" In the same session, you mentioned taking that lens with you on the coastal trip.\n\nThe arrival of the new prime lens happened first.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1852, "ms": 33978, "ingest": { "rows": 787, "ms": 164, "cached": 787 }, "recalled": 117, "queries": [ "road trip coast", "drove to the coast", "new prime lens", "lens arrived", "bought a prime lens", "got the new lens" ], "blockRows": 48, "blockChars": 36722, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:07:03.581Z" } } }, { "id": "gpt4_9a159967", "type": "temporal-reasoning", "question": "Which airline did I fly with the most in March and April?", "answer": "United Airlines", "abstain": false, "mem": "on", "response": "Based on the provided excerpts:\n\n* **United Airlines**: In March, you took a business trip to Chicago with two flights each way (total of 4 flights).\n* **Southwest Airlines**: In March, you took a direct flight to Las Vegas (1 flight).\n* **American Airlines**: From April 20th to 27th, you flew to Honolulu and then to Maui (at least 2 flights).\n* **Uber**: While not an airline, you took at least 10 Uber rides in April.\n\nComparing the flights, you flew with United Airlines the most.\n\nUnited Airlines", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.05, "ms": 39321, "ingest": { "rows": 743, "ms": 167, "cached": 743 }, "recalled": 73, "queries": [ "flights March", "flights April", "airline March", "airline April", "booked flight March", "booked flight April" ], "blockRows": 46, "blockChars": 36329, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:07:05.685Z" } } }, { "id": "cc6d1ec1", "type": "temporal-reasoning", "question": "How long had I been bird watching when I attended the bird watching workshop?", "answer": "Two months", "abstain": false, "mem": "on", "response": "You mentioned on 2023-05-21 that you had been getting into bird watching for about three months, and you also stated that you attended the bird watching workshop a month ago.\n\nCalculation: 3 months total - 1 month since the workshop = 2 months.\n\nYou had been bird watching for about 2 months when you attended the workshop.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0364, "ms": 30087, "ingest": { "rows": 705, "ms": 171, "cached": 705 }, "recalled": 84, "queries": [ "bird watching workshop", "started bird watching", "first time bird watching", "how long I've been bird watching", "birding hobby start date", "when did I start birding" ], "blockRows": 48, "blockChars": 36461, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:07:07.705Z" } } }, { "id": "gpt4_8c8961ae", "type": "temporal-reasoning", "question": "Which trip did I take first, the one to Europe with family or the solo trip to Thailand?", "answer": "The solo trip to Thailand", "abstain": false, "mem": "on", "response": "Based on the conversations:\n\n* **Solo trip to Thailand**: You mentioned this happened \"last year\" (2022).\n* **Trip to Europe with family**: You mentioned this happened \"just last month\" (April 2023).\n\nThe solo trip to Thailand was taken first.\n\nSolo trip to Thailand", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.186, "ms": 25357, "ingest": { "rows": 740, "ms": 174, "cached": 740 }, "recalled": 92, "queries": [ "Europe family trip", "solo trip Thailand", "trip to Europe", "Thailand trip", "visited Europe", "visited Thailand" ], "blockRows": 44, "blockChars": 36094, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:07:09.797Z" } } }, { "id": "gpt4_d9af6064", "type": "temporal-reasoning", "question": "Which device did I set up first, the smart thermostat or the new router?", "answer": "new router", "abstain": false, "mem": "on", "response": "You set up the new router first.\n\n* **New Router**: January 15th\n* **Smart Thermostat**: February 10th\n\nNew router", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.2222, "ms": 20900, "ingest": { "rows": 772, "ms": 169, "cached": 772 }, "recalled": 104, "queries": [ "set up smart thermostat", "installed smart thermostat", "set up new router", "installed new router", "router setup date", "thermostat setup date" ], "blockRows": 46, "blockChars": 36008, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:07:11.900Z" } } }, { "id": "gpt4_7de946e7", "type": "temporal-reasoning", "question": "Which health issue did I deal with first, the persistent cough or the skin tag removal?", "answer": "Persistent cough", "abstain": false, "mem": "on", "response": "You dealt with the persistent cough first. You visited your primary care physician, Dr. Smith, regarding the cough on February 10th, whereas the surgical procedure to remove the skin tag on your neck took place on February 22nd.\n\nThe persistent cough.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1053, "ms": 26083, "ingest": { "rows": 773, "ms": 144, "cached": 773 }, "recalled": 130, "queries": [ "persistent cough", "coughing", "skin tag removal", "skin tag", "dermatologist", "doctor visit" ], "blockRows": 48, "blockChars": 36690, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:07:13.951Z" } } }, { "id": "d01c6aa8", "type": "temporal-reasoning", "question": "How old was I when I moved to the United States?", "answer": "27", "abstain": false, "mem": "on", "response": "Based on the excerpts provided:\n- You are currently 32 years old (stated in session answer_991d55e5_1).\n- You have been living in the United States for the past five years (stated in session answer_991d55e5_2).\n\nArithmetic: 32 - 5 = 27.\n\nYou were 27 years old when you moved to the United States.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0408, "ms": 36011, "ingest": { "rows": 698, "ms": 177, "cached": 698 }, "recalled": 112, "queries": [ "moved to United States", "moved to USA", "immigration date", "when did I move to America", "my age when I moved", "birth date" ], "blockRows": 54, "blockChars": 36525, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:07:15.980Z" } } }, { "id": "993da5e2", "type": "temporal-reasoning", "question": "How long had I been using the new area rug when I rearranged my living room furniture?", "answer": "One week. Answers ranging from 7 days to 10 days are also acceptable.", "abstain": false, "mem": "on", "response": "You got the new area rug \"a month ago\" (mentioned on 2023-05-26) and rearranged your furniture \"three weeks ago\" (mentioned on 2023-05-26).\n\nToday is 2023-05-26.\n- Rug acquired: ~April 26, 2023\n- Furniture rearranged: ~May 5, 2023\n- Time elapsed: 1 month - 3 weeks = 1 week.\n\nYou had been using the rug for about one week.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.058, "ms": 38542, "ingest": { "rows": 736, "ms": 126, "cached": 736 }, "recalled": 107, "queries": [ "new area rug", "bought rug", "living room furniture", "rearranged living room", "moved the couch", "furniture layout" ], "blockRows": 49, "blockChars": 36686, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:07:18.042Z" } } }, { "id": "a3045048", "type": "temporal-reasoning", "question": "How many days before my best friend's birthday party did I order her gift?", "answer": "7 days. 8 days (including the last day) is also acceptable.", "abstain": false, "mem": "on", "response": "You ordered the personalized photo album on April 15th and it arrived on April 20th, just in time for the party, which was on April 22nd.\n\nApril 22 - April 15 = 7 days.\n\n7 days", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1429, "ms": 26650, "ingest": { "rows": 831, "ms": 143, "cached": 831 }, "recalled": 102, "queries": [ "best friend birthday party date", "ordered gift for best friend", "birthday gift order date", "best friend birthday", "when did I buy the gift", "party date" ], "blockRows": 60, "blockChars": 36741, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:07:20.160Z" } } }, { "id": "gpt4_d31cdae3", "type": "temporal-reasoning", "question": "Which trip did the narrator take first, the solo trip to Europe or the family road trip across the American Southwest?", "answer": "The family road trip across the American Southwest", "abstain": false, "mem": "on", "response": "The narrator took the family road trip across the American Southwest first.\n\nAccording to the conversation on 2023-05-22 (session answer_8464304d_2), the narrator visited the Grand Canyon with their family \"a few years ago.\" In contrast, the solo trip to Europe took place \"last summer\" (as mentioned in session answer_8464304d_1 and session 1dbe5e0c_2).\n\nFamily road trip (a few years ago) $\\rightarrow$ Solo trip to Europe (last summer).\n\nThe family road trip across the American Southwest.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1579, "ms": 42431, "ingest": { "rows": 743, "ms": 157, "cached": 743 }, "recalled": 115, "queries": [ "solo trip to Europe", "family road trip American Southwest", "went to Europe", "drove through Southwest", "first trip", "travel history" ], "blockRows": 49, "blockChars": 36385, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:07:22.425Z" } } }, { "id": "gpt4_cd90e484", "type": "temporal-reasoning", "question": "How long did I use my new binoculars before I saw the American goldfinches returning to the area?", "answer": "Two weeks", "abstain": false, "mem": "on", "response": "You got your new binoculars exactly three weeks before today (2023-05-20), which means you got them on 2023-04-29. You saw the American goldfinches returning to the area \"a week ago\" (relative to 2023-05-20), which was 2023-05-13.\n\nArithmetic: 2023-05-13 minus 2023-04-29 = 14 days.\n\nYou used your new binoculars for 2 weeks before seeing the American goldfinches returning.\n\n14 days", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0294, "ms": 45202, "ingest": { "rows": 752, "ms": 170, "cached": 752 }, "recalled": 138, "queries": [ "when did I get new binoculars", "bought binoculars", "saw American goldfinches", "goldfinches returning", "first time seeing goldfinches with binoculars", "date I got binoculars" ], "blockRows": 45, "blockChars": 36429, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:07:24.562Z" } } }, { "id": "gpt4_88806d6e", "type": "temporal-reasoning", "question": "Who did I meet first, Mark and Sarah or Tom?", "answer": "Tom", "abstain": false, "mem": "on", "response": "Based on the excerpts:\n\n* **Tom**: You met him \"a few months ago\" (mentioned on 2023-05-28).\n* **Mark and Sarah**: You met them \"about a month ago\" on a beach trip (mentioned on 2023-05-28).\n\nSince \"a few months ago\" is further back in time than \"about a month ago,\" you met Tom first.\n\nYou met Tom first.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.037, "ms": 34792, "ingest": { "rows": 764, "ms": 111, "cached": 764 }, "recalled": 76, "queries": [ "met Mark", "met Sarah", "met Tom", "meeting Mark", "meeting Sarah", "meeting Tom" ], "blockRows": 52, "blockChars": 36820, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:07:26.630Z" } } }, { "id": "gpt4_4cd9eba1", "type": "temporal-reasoning", "question": "How many weeks have I been accepted into the exchange program when I started attending the pre-departure orientation sessions?", "answer": "one week", "abstain": false, "mem": "on", "response": "To calculate the time between your acceptance and the start of your orientation sessions:\n- You were accepted on 2023-03-20.\n- You started attending pre-departure orientation sessions on 2023-03-27.\n- From 2023-03-20 to 2023-03-27 is 7 days → 1 week.\n\n1 week", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0426, "ms": 33889, "ingest": { "rows": 756, "ms": 155, "cached": 756 }, "recalled": 117, "queries": [ "exchange program acceptance date", "accepted into exchange program", "pre-departure orientation start date", "started attending orientation", "orientation session date", "when did I start orientation" ], "blockRows": 49, "blockChars": 36736, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:07:28.684Z" } } }, { "id": "gpt4_93f6379c", "type": "temporal-reasoning", "question": "Which group did I join first, 'Page Turners' or 'Marketing Professionals'?", "answer": "Page Turners", "abstain": false, "mem": "on", "response": "Based on the excerpts:\n\n* You joined **'Marketing Professionals'** on LinkedIn \"yesterday\" (relative to the conversation on 2023-05-25), which would be **2023-05-24**.\n* You joined **'Page Turners'** \"last week\" (relative to the conversation on 2023-05-25), which would be approximately **2023-05-18**.\n\nYou joined 'Page Turners' first.\n\nPage Turners", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0769, "ms": 37615, "ingest": { "rows": 717, "ms": 118, "cached": 717 }, "recalled": 99, "queries": [ "joined Page Turners", "joined Marketing Professionals", "Page Turners group", "Marketing Professionals group", "when did I join Page Turners", "when did I join Marketing Professionals" ], "blockRows": 46, "blockChars": 36375, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:07:30.761Z" } } }, { "id": "b29f3365", "type": "temporal-reasoning", "question": "How long had I been taking guitar lessons when I bought the new guitar amp?", "answer": "Four weeks", "abstain": false, "mem": "on", "response": "You had been taking guitar lessons for four weeks when you bought the new guitar amp.\n\nCalculation:\n- You had been taking weekly guitar lessons with Alex for six weeks as of 2023-05-25.\n- You bought the amp two weeks ago (2023-05-11).\n- 6 weeks total - 2 weeks since purchase = 4 weeks.\n\n4 weeks", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0727, "ms": 32021, "ingest": { "rows": 759, "ms": 129, "cached": 759 }, "recalled": 117, "queries": [ "guitar lessons", "started guitar lessons", "bought guitar amp", "new amp", "guitar teacher", "guitar practice" ], "blockRows": 50, "blockChars": 36329, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:07:32.801Z" } } }, { "id": "gpt4_2f56ae70", "type": "temporal-reasoning", "question": "Which streaming service did I start using most recently?", "answer": "Disney+", "abstain": false, "mem": "on", "response": "Based on the excerpts, you started using Disney+ most recently. You mentioned in a conversation on 2023-05-26 that you \"started a free trial of Disney+ last month\" (which would be April 2023), whereas you had already been using Netflix, Hulu, and Amazon Prime for the past 6 months.\n\nDisney+", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0417, "ms": 30676, "ingest": { "rows": 709, "ms": 141, "cached": 709 }, "recalled": 142, "queries": [ "started using streaming service", "signed up for streaming", "new subscription", "Netflix", "Hulu", "Disney+" ], "blockRows": 65, "blockChars": 37146, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:07:34.891Z" } } }, { "id": "6613b389", "type": "temporal-reasoning", "question": "How many months before my anniversary did Rachel get engaged?", "answer": "2", "abstain": false, "mem": "on", "response": "- Rachel got engaged on 2023-05-15.\n- Your anniversary is on 2023-07-22.\n- From May 15 to July 22 is 2 months and 7 days.\n\nRachel got engaged approximately 2 months before your anniversary.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0556, "ms": 27112, "ingest": { "rows": 726, "ms": 162, "cached": 726 }, "recalled": 102, "queries": [ "Rachel engaged", "Rachel engagement date", "anniversary date", "when did Rachel get engaged", "my anniversary", "Rachel proposal" ], "blockRows": 53, "blockChars": 36502, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:07:36.957Z" } } }, { "id": "gpt4_78cf46a3", "type": "temporal-reasoning", "question": "Which event happened first, the narrator losing their phone charger or the narrator receiving their new phone case?", "answer": "Receiving the new phone case", "abstain": false, "mem": "on", "response": "The narrator received their new phone case first.\n\n- **New phone case**: Received \"about a month ago\" (stated on 2023-05-26) $\\rightarrow$ approximately April 26, 2023.\n- **Lost phone charger**: Lost \"about two weeks ago\" (stated on 2023-05-26) $\\rightarrow$ approximately May 12, 2023.\n\nThe new phone case was received first.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1154, "ms": 31606, "ingest": { "rows": 759, "ms": 167, "cached": 759 }, "recalled": 95, "queries": [ "lost phone charger", "missing charger", "new phone case", "received phone case", "bought phone case", "where is my charger" ], "blockRows": 55, "blockChars": 36769, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:07:39.005Z" } } }, { "id": "gpt4_0a05b494", "type": "temporal-reasoning", "question": "Who did I meet first, the woman selling jam at the farmer's market or the tourist from Australia?", "answer": "the woman selling jam at the farmer's market", "abstain": false, "mem": "on", "response": "To determine who you met first, I looked at the dates mentioned in your conversations:\n\n* **Tourist from Australia**: You met him \"last Thursday\" (mentioned on 2023-05-23). Last Thursday would be 2023-05-18.\n* **Jam maker at the farmer's market**: You met him \"two weeks ago on a Saturday morning\" (mentioned on 2023-05-23). Two weeks prior to May 23rd was May 9th.\n\nSince May 9th is before May 18th, you met the jam maker first.\n\nYou met the woman selling jam (the jam maker) first.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1556, "ms": 39868, "ingest": { "rows": 748, "ms": 125, "cached": 748 }, "recalled": 117, "queries": [ "farmer's market jam", "woman selling jam", "tourist from Australia", "met Australian tourist", "visited farmer's market", "met woman at market" ], "blockRows": 51, "blockChars": 36598, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:07:41.106Z" } } }, { "id": "gpt4_1a1dc16d", "type": "temporal-reasoning", "question": "Which event happened first, the meeting with Rachel or the pride parade?", "answer": "The meeting with Rachel", "abstain": false, "mem": "on", "response": "The meeting with Rachel happened on April 10th, and the pride parade happened on May 1st.\n\nApril 10th comes before May 1st.\n\nThe meeting with Rachel happened first.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.2143, "ms": 21823, "ingest": { "rows": 722, "ms": 109, "cached": 722 }, "recalled": 126, "queries": [ "meeting with Rachel", "met Rachel", "pride parade", "went to pride", "Rachel", "Pride" ], "blockRows": 53, "blockChars": 36818, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:07:43.198Z" } } }, { "id": "gpt4_2f584639", "type": "temporal-reasoning", "question": "Which gift did I buy first, the necklace for my sister or the photo album for my mom?", "answer": "the photo album for my mom", "abstain": false, "mem": "on", "response": "Based on the conversations from 2023-05-30:\n\n* The **necklace** for your sister was bought \"last weekend\" (relative to the conversation on 2023-05-30).\n* The **photo album** for your mom was ordered from Shutterfly \"two weeks ago\" (relative to the conversation on 2023-05-30).\n\nSince the photo album was ordered two weeks ago and the necklace was bought last weekend, the photo album was bought first.\n\nThe photo album for your mom.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1143, "ms": 38210, "ingest": { "rows": 705, "ms": 168, "cached": 705 }, "recalled": 64, "queries": [ "bought necklace sister", "bought photo album mom", "necklace for sister", "photo album for mom", "gift for sister", "gift for mom" ], "blockRows": 55, "blockChars": 36506, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:07:45.336Z" } } }, { "id": "gpt4_213fd887", "type": "temporal-reasoning", "question": "Which event did I participate in first, the volleyball league or the charity 5K run to raise money for a local children's hospital?", "answer": "volleyball league", "abstain": false, "mem": "on", "response": "Based on the conversation from 2023-05-24 (session answer_53582e7e_1), you joined a recreational volleyball league about 2 months ago (approximately March 2023). In the same conversation (session answer_53582e7e_2), you mentioned doing a charity 5K run \"about a month ago\" (approximately April 2023).\n\nYou participated in the volleyball league first.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.08, "ms": 33807, "ingest": { "rows": 694, "ms": 103, "cached": 694 }, "recalled": 99, "queries": [ "volleyball league", "charity 5K run", "children's hospital run", "joined volleyball", "ran 5K", "signed up for volleyball" ], "blockRows": 52, "blockChars": 36610, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:07:47.404Z" } } }, { "id": "gpt4_5438fa52", "type": "temporal-reasoning", "question": "Which event happened first, my attendance at a cultural festival or the start of my Spanish classes?", "answer": "Spanish classes", "abstain": false, "mem": "on", "response": "Based on the excerpts:\n\n* **Spanish classes:** You stated on 2023-05-27 that you have been taking these classes for the past three months (which would be since approximately February 2023).\n* **Cultural festival:** On 2023-05-27, you mentioned, \"I attended a cultural festival in my hometown yesterday,\" meaning it took place on 2023-05-26.\n\nThe start of your Spanish classes happened first.\n\nStart of Spanish classes happened first.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0588, "ms": 33295, "ingest": { "rows": 749, "ms": 95, "cached": 749 }, "recalled": 125, "queries": [ "cultural festival", "Spanish classes", "went to a cultural festival", "started Spanish classes", "Spanish course", "festival attendance" ], "blockRows": 49, "blockChars": 36405, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:07:49.521Z" } } }, { "id": "gpt4_c27434e8", "type": "temporal-reasoning", "question": "Which project did I start first, the Ferrari model or the Japanese Zero fighter plane model?", "answer": "Japanese Zero fighter plane model", "abstain": false, "mem": "on", "response": "You started the Ferrari 288 GTO model first.\n\nAccording to the excerpts:\n- You started the Ferrari model \"about three weeks ago on a Sunday afternoon\" (mentioned on 2023-05-29).\n- You started the Japanese Zero fighter plane \"about a month ago\" (mentioned on 2023-05-29).\n\nWait, correcting based on the dates provided:\n- Japanese Zero fighter plane: Started \"about a month ago\" (relative to 2023-05-29).\n- Ferrari 288 GTO: Started \"about three weeks ago\" (relative to 2023-05-29).\n\nSince a month ago is further back in time than three weeks ago, you started the Japanese Zero fighter plane first.\n\nJapanese Zero fighter plane model", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.099, "ms": 46411, "ingest": { "rows": 739, "ms": 184, "cached": 739 }, "recalled": 68, "queries": [ "Ferrari model", "Japanese Zero fighter plane model", "started Ferrari model", "started Zero fighter plane model", "building Ferrari model", "building Zero fighter plane model" ], "blockRows": 44, "blockChars": 36474, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:07:51.562Z" } } }, { "id": "gpt4_fe651585", "type": "temporal-reasoning", "question": "Who became a parent first, Rachel or Alex?", "answer": "Alex", "abstain": false, "mem": "on", "response": "- Rachel became a parent when her twins, Jackson and Julia, were born on February 12th (2023).\n- Alex adopted a baby girl in January (2023).\n\nComparing the dates, January comes before February.\n\nAlex became a parent first.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0606, "ms": 26931, "ingest": { "rows": 717, "ms": 111, "cached": 717 }, "recalled": 91, "queries": [ "Rachel baby", "Rachel child", "Rachel parent", "Alex baby", "Alex child", "Alex parent" ], "blockRows": 52, "blockChars": 36588, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:07:53.679Z" } } }, { "id": "8c18457d", "type": "temporal-reasoning", "question": "How many days had passed between the day I bought a gift for my brother's graduation ceremony and the day I bought a birthday gift for my best friend?", "answer": "7 days. 8 days (including the last day) is also acceptable.", "abstain": false, "mem": "on", "response": "- Gift for brother's graduation: 2023-03-08\n- Birthday gift for best friend: 2023-03-15\n- Arithmetic: 15 - 8 = 7 days\n\n7 days", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.2424, "ms": 24427, "ingest": { "rows": 701, "ms": 183, "cached": 701 }, "recalled": 67, "queries": [ "bought gift brother graduation", "graduation gift", "bought birthday gift best friend", "best friend birthday gift", "gift for brother", "gift for best friend" ], "blockRows": 53, "blockChars": 36579, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:07:55.722Z" } } }, { "id": "gpt4_70e84552_abs", "type": "temporal-reasoning", "question": "Which task did I complete first, fixing the fence or purchasing three cows from Peter?", "answer": "The information provided is not enough. You mentioned fixing the fence but did not mention purchasing cows from Peter.", "abstain": true, "mem": "on", "response": "Based on the excerpts provided:\n\n* **Fixing the fence**: You mentioned on 2023-05-21 that you fixed the broken fence on the east side of your property \"three weeks ago.\"\n* **Purchasing three cows from Peter**: There is no mention in the memory of you purchasing three cows or any transaction with a person named Peter. You only mentioned that you were \"thinking of getting a new cow\" and \"considering expanding\" your dairy offerings.\n\nSince there is no record of the cow purchase, I cannot determine which happened first.\n\nThe excerpts do not contain information about purchasing cows from Peter.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": true, "f1": 1, "ms": 36216, "ingest": { "rows": 775, "ms": 174, "cached": 775 }, "recalled": 96, "queries": [ "fixing the fence", "fixed the fence", "purchasing cows from Peter", "bought cows from Peter", "Peter cows", "fence repair" ], "blockRows": 49, "blockChars": 36374, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:07:57.720Z" } } }, { "id": "gpt4_93159ced_abs", "type": "temporal-reasoning", "question": "How long have I been working before I started my current job at Google?", "answer": "The information provided is not enough. From the information provided, You haven't started working at Google yet.", "abstain": true, "mem": "on", "response": "The provided excerpts do not contain information regarding how long you worked before your current job, nor do they state that you currently work at Google; they only mention that you have been working at NovaTech for about 4 years and 3 months.\n\nThe excerpts do not contain the information.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": true, "f1": 1, "ms": 24096, "ingest": { "rows": 851, "ms": 134, "cached": 851 }, "recalled": 183, "queries": [ "Google start date", "previous job", "employment history", "first job", "work experience", "career timeline" ], "blockRows": 55, "blockChars": 37301, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:07:59.753Z" } } }, { "id": "982b5123_abs", "type": "temporal-reasoning", "question": "When did I book the Airbnb in Sacramento?", "answer": "The information provided is not enough. You only mentioned booking Airbnb in San Francisco.", "abstain": true, "mem": "on", "response": "The provided excerpts do not contain any information about booking an Airbnb in Sacramento.\n\nThe excerpts do not support the question.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": true, "f1": 1, "ms": 18558, "ingest": { "rows": 759, "ms": 146, "cached": 759 }, "recalled": 135, "queries": [ "Airbnb Sacramento", "booked Sacramento", "Sacramento reservation", "Airbnb confirmation Sacramento", "stay in Sacramento", "Sacramento trip booking" ], "blockRows": 60, "blockChars": 36772, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:08:01.748Z" } } }, { "id": "c8090214_abs", "type": "temporal-reasoning", "question": "How many days before I bought my iPad did I attend the Holiday Market?", "answer": "The information provided is not enough. You mentioned getting the iPhone 13 Pro and attending the market, but you did not mention buying an iPad.", "abstain": true, "mem": "on", "response": "The provided excerpts do not contain information about when you bought an iPad; they only mention that you bought an iPhone 13 Pro on Black Friday.\n\nThe excerpts do not support the question.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": true, "f1": 1, "ms": 20035, "ingest": { "rows": 754, "ms": 179, "cached": 754 }, "recalled": 118, "queries": [ "iPad purchase", "bought iPad", "Holiday Market", "attended Holiday Market", "went to Holiday Market", "iPad order" ], "blockRows": 52, "blockChars": 36763, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:08:03.766Z" } } }, { "id": "gpt4_c27434e8_abs", "type": "temporal-reasoning", "question": "Which project did I start first, the Ferrari model or the Porsche 991 Turbo S model?", "answer": "The information provided is not enough. You did not mention starting the Porsche 991 Turbo S model.", "abstain": true, "mem": "on", "response": "The excerpts mention that you started the Ferrari 288 GTO model about three weeks ago (on a Sunday afternoon), but there is no mention of a Porsche 991 Turbo S model in the provided memory.\n\nThe excerpts do not contain information about a Porsche 991 Turbo S model.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": true, "f1": 1, "ms": 30034, "ingest": { "rows": 730, "ms": 128, "cached": 730 }, "recalled": 88, "queries": [ "Ferrari model", "Porsche 991 Turbo S", "started Ferrari", "started Porsche", "building Ferrari", "building Porsche" ], "blockRows": 46, "blockChars": 36654, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:08:05.729Z" } } }, { "id": "gpt4_fe651585_abs", "type": "temporal-reasoning", "question": "Who became a parent first, Tom or Alex?", "answer": "The information provided is not enough. You mentioned Alex becoming a parent in January, but you didn't mention anything about Tom.", "abstain": true, "mem": "on", "response": "The provided excerpts do not mention a person named Tom, nor do they state when Alex became a parent other than noting that Alex adopted a baby girl in January.\n\nThe excerpts do not contain enough information to answer this question.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": true, "f1": 1, "ms": 20688, "ingest": { "rows": 739, "ms": 115, "cached": 739 }, "recalled": 99, "queries": [ "Tom baby", "Tom child", "Tom father", "Alex baby", "Alex child", "Alex father" ], "blockRows": 62, "blockChars": 37202, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:08:07.685Z" } } }, { "id": "6a1eabeb", "type": "knowledge-update", "question": "What was my personal best time in the charity 5K run?", "answer": "25 minutes and 50 seconds (or 25:50)", "abstain": false, "mem": "on", "response": "You have mentioned two different personal best times for a charity 5K run in your conversations:\n\n* On 2023-05-23, you stated you recently set a personal best time of 27:12.\n* On 2023-05-30, you mentioned a goal to beat a personal best time of 25:50.\n\nYour mentioned personal best times are 27:12 and 25:50.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1563, "ms": 34009, "ingest": { "rows": 679, "ms": 136, "cached": 679 }, "recalled": 87, "queries": [ "charity 5K run time", "5K personal best", "5K race result", "charity run finish time", "my 5K time", "how did I do in the 5K" ], "blockRows": 51, "blockChars": 36580, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:08:09.734Z" } } }, { "id": "6aeb4375", "type": "knowledge-update", "question": "How many Korean restaurants have I tried in my city?", "answer": "four", "abstain": false, "mem": "on", "response": "You mentioned trying Korean restaurants on two different dates:\n- 2023-08-11: You stated, \"I've tried three different ones recently.\"\n- 2023-09-30: You stated, \"I've tried four different ones so far.\"\n\nTotal: 4 restaurants.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0526, "ms": 25822, "ingest": { "rows": 709, "ms": 139, "cached": 709 }, "recalled": 74, "queries": [ "Korean restaurant", "Korean food", "ate at Korean", "tried Korean", "Korean place", "Korean dinner" ], "blockRows": 59, "blockChars": 36492, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:08:11.816Z" } } }, { "id": "830ce83f", "type": "knowledge-update", "question": "Where did Rachel move to after her recent relocation?", "answer": "the suburbs", "abstain": false, "mem": "on", "response": "The excerpts provide conflicting information about Rachel's recent relocations:\n- On 2023-05-24, the user stated that Rachel moved to Chicago.\n- On 2023-05-27, the user stated that Rachel \"just moved back to the suburbs again.\"\n\nRachel moved back to the suburbs.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.05, "ms": 27810, "ingest": { "rows": 751, "ms": 187, "cached": 751 }, "recalled": 97, "queries": [ "Rachel move", "Rachel relocation", "Rachel new city", "Rachel new house", "Rachel moved to", "where did Rachel move" ], "blockRows": 52, "blockChars": 36518, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:08:13.853Z" } } }, { "id": "852ce960", "type": "knowledge-update", "question": "What was the amount I was pre-approved for when I got my mortgage from Wells Fargo?", "answer": "$400,000", "abstain": false, "mem": "on", "response": "In your conversation on 2023-08-11, you stated, \"I got pre-approved for $350,000 from Wells Fargo.\" (Note: In a later conversation on 2023-11-30, you mentioned a pre-approval for $400,000, but the 2023-08-11 conversation provides the specific detail regarding your purchase of a $325,000 house).\n\n$350,000", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": false, "f1": 0.0755, "ms": 39042, "ingest": { "rows": 694, "ms": 167, "cached": 694 }, "recalled": 98, "queries": [ "Wells Fargo pre-approval amount", "Wells Fargo mortgage pre-approved", "how much was I pre-approved for", "Wells Fargo loan amount", "mortgage pre-approval letter", "Wells Fargo mortgage" ], "blockRows": 53, "blockChars": 36766, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T05:08:15.894Z" } } }, { "id": "945e3d21", "type": "knowledge-update", "question": "How often do I attend yoga classes to help with my anxiety?", "answer": "Three times a week.", "abstain": false, "mem": "on", "response": "You have mentioned your yoga frequency twice, with the number increasing over time:\n- On 2023-08-11, you stated you were doing yoga \"twice a week.\"\n- On 2023-11-30, you stated you attend yoga classes \"three times a week.\"\n\nYou currently attend yoga classes three times a week.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.125, "ms": 28350, "ingest": { "rows": 736, "ms": 145, "cached": 736 }, "recalled": 102, "queries": [ "yoga classes", "yoga for anxiety", "went to yoga", "yoga schedule", "anxiety management", "yoga frequency" ], "blockRows": 52, "blockChars": 36488, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:08:17.856Z" } } }, { "id": "d7c942c3", "type": "knowledge-update", "question": "Is my mom using the same grocery list method as me?", "answer": "Yes.", "abstain": false, "mem": "on", "response": "Yes, your mom is using the same grocery list app as you. On 2023-03-11, you mentioned she was \"still stuck on her old paper list,\" but by 2023-04-30, you stated, \"my mom is actually using the same grocery list app as me now, so we can easily share lists.\"\n\nYour mom is using the same grocery list app as you.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0323, "ms": 30787, "ingest": { "rows": 772, "ms": 109, "cached": 772 }, "recalled": 119, "queries": [ "grocery list method", "how I make my grocery list", "mom's grocery list", "how mom does her grocery list", "grocery list app", "grocery list paper" ], "blockRows": 55, "blockChars": 37011, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:08:19.771Z" } } }, { "id": "71315a70", "type": "knowledge-update", "question": "How many hours have I spent on my abstract ocean sculpture?", "answer": "10-12 hours", "abstain": false, "mem": "on", "response": "You have mentioned your time spent on the abstract ocean sculpture twice:\n- On 2023-06-11, you stated you had spent around 5-6 hours.\n- On 2023-06-17, you stated you had already put in 10-12 hours.\n\nBased on your most recent update, you have spent 10-12 hours.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1132, "ms": 29665, "ingest": { "rows": 773, "ms": 181, "cached": 773 }, "recalled": 65, "queries": [ "abstract ocean sculpture hours", "sculpture time spent", "working on ocean sculpture", "ocean sculpture progress", "how long did I spend on sculpture", "sculpture hours log" ], "blockRows": 46, "blockChars": 36267, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:08:21.762Z" } } }, { "id": "89941a93", "type": "knowledge-update", "question": "How many bikes do I currently own?", "answer": "4", "abstain": false, "mem": "on", "response": "You mentioned owning the following bikes:\n* Road bike (2023-02-22)\n* Mountain bike (2023-02-22)\n* Commuter bike (2023-02-22)\n* Hybrid bike (2023-10-10)\n\nTotal: 4 bikes.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.069, "ms": 28745, "ingest": { "rows": 776, "ms": 186, "cached": 776 }, "recalled": 122, "queries": [ "bought a bike", "new bicycle", "sold my bike", "bike collection", "how many bikes", "purchased a bike" ], "blockRows": 55, "blockChars": 36390, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:08:23.732Z" } } }, { "id": "ce6d2d27", "type": "knowledge-update", "question": "What day of the week do I take a cocktail-making class?", "answer": "Friday", "abstain": false, "mem": "on", "response": "You mentioned having a cocktail-making class on two different days:\n- On 2023-06-16, you said, \"I have a cocktail-making class on Thursday.\"\n- On 2023-06-30, you said, \"I have a cocktail-making class on Fridays.\"\n\nThursday and Friday", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.05, "ms": 30924, "ingest": { "rows": 771, "ms": 164, "cached": 771 }, "recalled": 117, "queries": [ "cocktail-making class", "mixology class", "cocktail class", "learning to make cocktails", "cocktail workshop", "drink making class" ], "blockRows": 49, "blockChars": 36329, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:08:25.787Z" } } }, { "id": "9ea5eabc", "type": "knowledge-update", "question": "Where did I go on my most recent family trip?", "answer": "Paris", "abstain": false, "mem": "on", "response": "Based on the conversation from 2023-05-28, you recently went to Paris with your family, noting that \"we just went there as a family last month and it was amazing.\"\n\nParis", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0645, "ms": 21400, "ingest": { "rows": 765, "ms": 136, "cached": 765 }, "recalled": 88, "queries": [ "family trip", "vacation with family", "traveled with family", "family holiday", "where did we go", "family getaway" ], "blockRows": 57, "blockChars": 36621, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:08:27.744Z" } } }, { "id": "07741c44", "type": "knowledge-update", "question": "Where do I initially keep my old sneakers?", "answer": "under my bed", "abstain": false, "mem": "on", "response": "You initially kept your old sneakers under your bed for storage.\n\nUnder your bed", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.2353, "ms": 17184, "ingest": { "rows": 772, "ms": 124, "cached": 772 }, "recalled": 107, "queries": [ "old sneakers", "where did I put my sneakers", "sneakers storage", "put away old shoes", "where are my sneakers", "stored my sneakers" ], "blockRows": 51, "blockChars": 36668, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:08:29.811Z" } } }, { "id": "a1eacc2a", "type": "knowledge-update", "question": "How many short stories have I written since I started writing regularly?", "answer": "seven", "abstain": false, "mem": "on", "response": "You mentioned your progress on two different dates:\n- On 2023-05-23, you stated: \"I've written four so far since I started writing regularly.\"\n- On 2023-05-30, you stated: \"I've even managed to complete 7 short stories since I started.\"\n\n7 short stories", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0, "ms": 26818, "ingest": { "rows": 737, "ms": 173, "cached": 737 }, "recalled": 94, "queries": [ "short stories I wrote", "finished a story", "completed a short story", "started writing regularly", "writing habit", "my short story list" ], "blockRows": 46, "blockChars": 36065, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:08:31.909Z" } } }, { "id": "184da446", "type": "knowledge-update", "question": "How many pages of 'A Short History of Nearly Everything' have I read so far?", "answer": "220", "abstain": false, "mem": "on", "response": "You mentioned being on page 200 on 2023-05-20, and later mentioned being on page 220 on 2023-05-29.\n\n220 pages", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0833, "ms": 23592, "ingest": { "rows": 715, "ms": 155, "cached": 715 }, "recalled": 115, "queries": [ "\"A Short History of Nearly Everything\" page", "\"A Short History of Nearly Everything\" read", "read page", "finished page", "reading progress", "book pages" ], "blockRows": 55, "blockChars": 36796, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:08:34.251Z" } } }, { "id": "031748ae", "type": "knowledge-update", "question": "How many engineers do I lead when I just started my new role as Senior Software Engineer? How many engineers do I lead now?", "answer": "When you just started your new role as Senior Software Engineer, you led 4 engineers. Now, you lead 5 engineers", "abstain": false, "mem": "on", "response": "On 2023-10-24, you mentioned that in your role as Senior Software Engineer, you \"now lead a team of five engineers.\" There is no mention of a different number of engineers from when you first started the role.\n\nYou lead 5 engineers.", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": false, "f1": 0.5333, "ms": 26441, "ingest": { "rows": 760, "ms": 164, "cached": 760 }, "recalled": 160, "queries": [ "how many engineers do I lead", "started new role Senior Software Engineer", "team size when I started", "current team size", "number of direct reports", "leading engineers" ], "blockRows": 45, "blockChars": 36677, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T05:08:36.250Z" } } }, { "id": "4d6b87c8", "type": "knowledge-update", "question": "How many titles are currently on my to-watch list?", "answer": "25", "abstain": false, "mem": "on", "response": "Based on the conversations:\n\n* On 2023-05-20, you mentioned having 20 titles waiting to be checked off.\n* On 2023-05-22, you stated your to-watch list was currently 25 titles.\n\nSince the most recent mention was on 2023-05-22, the current number is 25.\n\n25 titles", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0426, "ms": 33777, "ingest": { "rows": 751, "ms": 160, "cached": 751 }, "recalled": 129, "queries": [ "to-watch list", "watchlist", "movies to watch", "shows to watch", "add to my list", "want to watch" ], "blockRows": 53, "blockChars": 36557, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:08:38.350Z" } } }, { "id": "0f05491a", "type": "knowledge-update", "question": "How many stars do I need to reach the gold level on my Starbucks Rewards app?", "answer": "120", "abstain": false, "mem": "on", "response": "Based on our past conversations, there have been several different figures mentioned:\n- On 2023-07-11, the assistant first said 300 stars, then 400 stars.\n- On 2023-07-11, you corrected the assistant, stating: \"I actually need **125 stars** to reach the Gold level on the Starbucks Rewards app, not 400.\"\n- On 2023-07-30, the assistant again suggested 300 stars, but you corrected it again, stating: \"Actually, I need 120 stars to reach the gold level, not 300.\"\n\nBecause you most recently specified 120 stars on 2023-07-30, that is the latest figure provided.\n\n120 stars", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0217, "ms": 46486, "ingest": { "rows": 731, "ms": 152, "cached": 731 }, "recalled": 87, "queries": [ "Starbucks Rewards gold level stars", "how many stars for gold", "Starbucks gold status requirements", "Starbucks rewards levels", "stars needed for gold", "Starbucks app gold level" ], "blockRows": 54, "blockChars": 36461, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:08:40.366Z" } } }, { "id": "08e075c7", "type": "knowledge-update", "question": "How long have I been using my Fitbit Charge 3?", "answer": "9 months", "abstain": false, "mem": "on", "response": "You first mentioned using your Fitbit Charge 3 on 2023-06-18, stating you had been using it for 6 months. Later, on 2023-09-02, you noted that you had been using it for 9 months.\n\nSince today is 2023-09-04, you have been using it for approximately 9 months.\n\n9 months", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0714, "ms": 28785, "ingest": { "rows": 744, "ms": 137, "cached": 744 }, "recalled": 120, "queries": [ "Fitbit Charge 3", "bought Fitbit", "got Fitbit", "started using Fitbit", "Fitbit setup", "Fitbit delivery" ], "blockRows": 43, "blockChars": 36272, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:08:42.471Z" } } }, { "id": "f9e8c073", "type": "knowledge-update", "question": "How many sessions of the bereavement support group did I attend?", "answer": "five", "abstain": false, "mem": "on", "response": "- 2023-05-11: You stated, \"I did attend three sessions of the bereavement support group\"\n- 2023-10-30: You stated, \"I remember attending five sessions\"\n\nBecause you provided two different numbers across these dates, the excerpts are contradictory.\n\nThe most recent mention is 5 sessions.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0465, "ms": 28842, "ingest": { "rows": 757, "ms": 175, "cached": 757 }, "recalled": 88, "queries": [ "bereavement support group", "support group session", "attended support group", "bereavement group meeting", "support group date", "bereavement group attendance" ], "blockRows": 44, "blockChars": 36711, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:08:44.576Z" } } }, { "id": "41698283", "type": "knowledge-update", "question": "What type of camera lens did I purchase most recently?", "answer": "a 70-200mm zoom lens", "abstain": false, "mem": "on", "response": "Based on the conversations, you mentioned on 2023-08-30 that you have been getting great shots with your \"new 70-200mm zoom lens.\" Earlier, on 2023-05-19, you identified this specific lens as the Canon EF 70-200mm f/2.8L IS III USM.\n\nCanon EF 70-200mm f/2.8L IS III USM", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1379, "ms": 36306, "ingest": { "rows": 720, "ms": 172, "cached": 720 }, "recalled": 102, "queries": [ "camera lens purchase", "bought a lens", "new lens", "ordered lens", "lens delivery", "camera gear purchase" ], "blockRows": 47, "blockChars": 36369, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:08:46.697Z" } } }, { "id": "2698e78f", "type": "knowledge-update", "question": "How often do I see my therapist, Dr. Smith?", "answer": "every week", "abstain": false, "mem": "on", "response": "Based on the excerpts:\n- On 2023-04-03, you stated that your sessions with Dr. Smith are \"every two weeks.\"\n- On 2023-11-03, you later mentioned, \"I see Dr. Smith every week.\"\n\nSince the most recent update was on 2023-11-03, you currently see her every week.\n\nEvery week.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0784, "ms": 27996, "ingest": { "rows": 733, "ms": 151, "cached": 733 }, "recalled": 115, "queries": [ "Dr. Smith", "therapist", "appointment", "session", "weekly", "biweekly" ], "blockRows": 55, "blockChars": 36380, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:08:48.725Z" } } }, { "id": "b6019101", "type": "knowledge-update", "question": "How many MCU films did I watch in the last 3 months?", "answer": "5", "abstain": false, "mem": "on", "response": "Based on the excerpts:\n\n- On 2023-05-20, you mentioned watching 4 MCU films in the last 3 months.\n- On 2023-05-29, you stated, \"I've watched 12 films in the last 3 months, including 5 MCU films.\"\n\nBecause the statement on 2023-05-29 is more recent, it provides the updated count.\n\nTotal: 5 MCU films", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.037, "ms": 31715, "ingest": { "rows": 771, "ms": 182, "cached": 771 }, "recalled": 92, "queries": [ "MCU movie", "Marvel movie", "watched Avengers", "watched Guardians of the Galaxy", "watched Spider-Man", "watched Doctor Strange" ], "blockRows": 53, "blockChars": 36163, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:08:50.775Z" } } }, { "id": "45dc21b6", "type": "knowledge-update", "question": "How many of Emma's recipes have I tried out?", "answer": "3", "abstain": false, "mem": "on", "response": "You have mentioned trying Emma's recipes on the following dates:\n* 2023-05-29: \"I've already tried out two of them.\"\n* 2023-05-30: \"I've tried out 3 of Emma's recipes so far\"\n\nTotal: 3 recipes.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0513, "ms": 27944, "ingest": { "rows": 729, "ms": 161, "cached": 729 }, "recalled": 115, "queries": [ "Emma recipe", "tried Emma's recipe", "cooked Emma's recipe", "made Emma's recipe", "Emma's food", "Emma's cooking" ], "blockRows": 47, "blockChars": 36320, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:08:52.902Z" } } }, { "id": "5a4f22c0", "type": "knowledge-update", "question": "What company is Rachel, an old colleague from my previous company, currently working at?", "answer": "TechCorp", "abstain": false, "mem": "on", "response": "Based on the conversation from 2023-05-26, you mentioned that Rachel is currently at TechCorp.\n\nRachel is currently working at TechCorp.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0909, "ms": 21030, "ingest": { "rows": 751, "ms": 178, "cached": 751 }, "recalled": 123, "queries": [ "Rachel", "old colleague", "previous company", "Rachel working at", "Rachel job", "where does Rachel work" ], "blockRows": 51, "blockChars": 36473, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:08:54.919Z" } } }, { "id": "6071bd76", "type": "knowledge-update", "question": "For the coffee-to-water ratio in my French press, did I switch to more water per tablespoon of coffee, or less?", "answer": "You switched to less water (5 ounces) per tablespoon of coffee.", "abstain": false, "mem": "on", "response": "On 2023-02-11, you used a ratio of 1 tablespoon of coffee for every 6 ounces of water. On 2023-06-30, you stated your ratio was \"1 tablespoon of coffee for every 5 ounces of water.\" This means you switched to using less water per tablespoon of coffee.\n\nYou switched to less water per tablespoon of coffee.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.3188, "ms": 31443, "ingest": { "rows": 736, "ms": 175, "cached": 736 }, "recalled": 120, "queries": [ "French press coffee ratio", "tablespoon coffee water", "coffee to water ratio", "how much water for coffee", "French press recipe", "changed coffee ratio" ], "blockRows": 47, "blockChars": 36753, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:08:57.017Z" } } }, { "id": "e493bb7c", "type": "knowledge-update", "question": "Where is the painting 'Ethereal Dreams' by Emma Taylor currently hanging?", "answer": "in my bedroom", "abstain": false, "mem": "on", "response": "Based on the conversation from 2023-10-30, you mentioned moving the painting \"Ethereal Dreams\" by Emma Taylor to your bedroom, specifically stating that you \"recently moved the 'Ethereal Dreams' painting by Emma Taylor above my bed.\"\n\nThe painting 'Ethereal Dreams' by Emma Taylor is currently hanging above your bed in your bedroom.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1154, "ms": 32160, "ingest": { "rows": 759, "ms": 119, "cached": 759 }, "recalled": 93, "queries": [ "\"Ethereal Dreams\" Emma Taylor", "where is \"Ethereal Dreams\" hanging", "Emma Taylor painting location", "where did I put \"Ethereal Dreams\"", "Emma Taylor artwork", "painting \"Ethereal Dreams\"" ], "blockRows": 56, "blockChars": 36770, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:08:58.944Z" } } }, { "id": "618f13b2", "type": "knowledge-update", "question": "How many times have I worn my new black Converse Chuck Taylor All Star sneakers?", "answer": "six", "abstain": false, "mem": "on", "response": "You mentioned wearing your new black Converse Chuck Taylor All Star sneakers on the following dates:\n\n* 2023-05-30: 4 times\n* 2023-05-30: 6 times\n\nThe later entry on 2023-05-30 states it is \"six times now that I've worn them.\"\n\n6 times", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0444, "ms": 28905, "ingest": { "rows": 775, "ms": 165, "cached": 775 }, "recalled": 122, "queries": [ "black Converse", "Chuck Taylor All Star", "wearing my new sneakers", "put on my Converse", "wore my black shoes", "new black sneakers" ], "blockRows": 57, "blockChars": 36771, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:09:01.141Z" } } }, { "id": "72e3ee87", "type": "knowledge-update", "question": "How many episodes of the Science series have I completed on Crash Course?", "answer": "50", "abstain": false, "mem": "on", "response": "You mentioned your progress on the Science series on two different dates:\n- 2023-05-24: You were on episode 10.\n- 2023-05-29: You stated, \"I just completed 50 episodes.\"\n\nTotal: 50 episodes.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0606, "ms": 27135, "ingest": { "rows": 747, "ms": 187, "cached": 747 }, "recalled": 64, "queries": [ "Crash Course Science episode", "completed Crash Course Science", "finished Science series", "watched Crash Course Science", "Crash Course Science progress", "Science series episode" ], "blockRows": 47, "blockChars": 36215, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:09:03.205Z" } } }, { "id": "c4ea545c", "type": "knowledge-update", "question": "Do I go to the gym more frequently than I did previously?", "answer": "Yes", "abstain": false, "mem": "on", "response": "Based on the excerpts:\n\n* On 2023-06-01, you stated: \"I go to the gym on Tuesdays, Thursdays, and Saturdays\" (3 days a week).\n* On 2023-08-15, you mentioned: \"I've been consistent with my gym routine - four times a week, actually.\"\n\nYes, you go to the gym more frequently now (4 times a week) than you did previously (3 times a week).\n\n4 times a week vs 3 times a week", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0308, "ms": 38311, "ingest": { "rows": 744, "ms": 150, "cached": 744 }, "recalled": 112, "queries": [ "gym", "workout", "exercise", "hit the gym", "went to the gym", "fitness center" ], "blockRows": 57, "blockChars": 36626, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:09:05.294Z" } } }, { "id": "01493427", "type": "knowledge-update", "question": "How many new postcards have I added to my collection since I started collecting again?", "answer": "25", "abstain": false, "mem": "on", "response": "You mentioned adding new postcards on two separate occasions:\n* 2023-08-11: 17 new postcards\n* 2023-11-30: 25 new postcards\n\nTotal: 42 postcards.\n\n42", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": false, "f1": 0.0769, "ms": 25670, "ingest": { "rows": 735, "ms": 150, "cached": 735 }, "recalled": 115, "queries": [ "postcards added", "bought postcards", "received postcards", "started collecting postcards again", "postcard collection", "new postcards" ], "blockRows": 49, "blockChars": 36498, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:09:07.364Z" } } }, { "id": "6a27ffc2", "type": "knowledge-update", "question": "How many videos of Corey Schafer's Python programming series have I completed so far?", "answer": "30", "abstain": false, "mem": "on", "response": "You have mentioned your progress on two different dates:\n- 2023-05-24: 20 videos\n- 2023-05-26: 30 videos\n\nTotal: 30 videos.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.087, "ms": 23213, "ingest": { "rows": 743, "ms": 67, "cached": 743 }, "recalled": 103, "queries": [ "Corey Schafer Python", "completed Python video", "finished Python tutorial", "watched Corey Schafer", "Python series progress", "Corey Schafer lesson" ], "blockRows": 42, "blockChars": 36358, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:09:09.344Z" } } }, { "id": "2133c1b5", "type": "knowledge-update", "question": "How long have I been living in my current apartment in Harajuku?", "answer": "3 months", "abstain": false, "mem": "on", "response": "You first mentioned living in your studio apartment in Harajuku on 2023-04-11, stating it had been a month. Later, on 2023-10-15, you mentioned you had been living there for 3 months.\n\nSince the most recent update was on 2023-10-15, the excerpts indicate you have been living there for 3 months.\n\n3 months", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0702, "ms": 30617, "ingest": { "rows": 762, "ms": 192, "cached": 762 }, "recalled": 135, "queries": [ "Harajuku apartment", "moved into Harajuku", "lease start date", "when did I move to Harajuku", "Harajuku address", "apartment contract" ], "blockRows": 60, "blockChars": 36688, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:09:11.369Z" } } }, { "id": "18bc8abd", "type": "knowledge-update", "question": "What brand of BBQ sauce am I currently obsessed with?", "answer": "Kansas City Masterpiece", "abstain": false, "mem": "on", "response": "You are currently obsessed with Kansas City Masterpiece BBQ sauce.\n\nKansas City Masterpiece BBQ sauce", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.3333, "ms": 17473, "ingest": { "rows": 694, "ms": 146, "cached": 694 }, "recalled": 109, "queries": [ "BBQ sauce", "favorite sauce", "obsessed with sauce", "best BBQ sauce", "tried a new BBQ sauce", "sauce brand" ], "blockRows": 44, "blockChars": 36167, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:09:13.418Z" } } }, { "id": "db467c8c", "type": "knowledge-update", "question": "How long have my parents been staying with me in the US?", "answer": "nine months", "abstain": false, "mem": "on", "response": "On 2023-07-16, you mentioned they had been around for the past six months. Later, on 2023-10-20, you stated they had been staying with you for nine months.\n\nYour parents have been staying with you for nine months.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0952, "ms": 23677, "ingest": { "rows": 735, "ms": 166, "cached": 735 }, "recalled": 107, "queries": [ "parents arrived US", "parents visiting", "parents moved in", "parents flight", "parents stay", "parents visa" ], "blockRows": 46, "blockChars": 36432, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:09:15.509Z" } } }, { "id": "7a87bd0c", "type": "knowledge-update", "question": "How long have I been sticking to my daily tidying routine?", "answer": "4 weeks", "abstain": false, "mem": "on", "response": "On 2023-06-11, you mentioned you had been sticking to your daily tidying routine for 3 weeks. On 2023-09-30, you stated, \"I've been sticking to my daily tidying routine for 4 weeks now.\"\n\n4 weeks", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0976, "ms": 27250, "ingest": { "rows": 770, "ms": 162, "cached": 770 }, "recalled": 121, "queries": [ "daily tidying routine", "started tidying", "cleaning habit", "tidying every day", "cleaning schedule", "when did I start tidying" ], "blockRows": 48, "blockChars": 36617, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:09:17.586Z" } } }, { "id": "e61a7584", "type": "knowledge-update", "question": "How long have I had my cat, Luna?", "answer": "9 months", "abstain": false, "mem": "on", "response": "Based on the conversation from 2023-11-30, you stated, \"I've had my cat, Luna, for about 9 months now.\"\n\nYou have had Luna for about 9 months.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1333, "ms": 26645, "ingest": { "rows": 749, "ms": 159, "cached": 749 }, "recalled": 124, "queries": [ "when did I get Luna", "got a cat", "Luna adoption", "Luna birthday", "first time mentioning Luna", "brought Luna home" ], "blockRows": 51, "blockChars": 36409, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:09:19.635Z" } } }, { "id": "1cea1afa", "type": "knowledge-update", "question": "How many Instagram followers do I currently have?", "answer": "600", "abstain": false, "mem": "on", "response": "You mentioned your follower count on two different dates:\n- 2023-05-27: 500 followers\n- 2023-05-28: 600 followers\n\nBased on the most recent update from 2023-05-28, you have 600 followers.\n\n600 followers", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0571, "ms": 26332, "ingest": { "rows": 745, "ms": 171, "cached": 745 }, "recalled": 84, "queries": [ "Instagram followers", "follower count", "how many followers", "Instagram stats", "follower number", "Instagram profile" ], "blockRows": 48, "blockChars": 36130, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:09:22.889Z" } } }, { "id": "ed4ddc30", "type": "knowledge-update", "question": "How many dozen eggs do we currently have stocked up in our refrigerator?", "answer": "20", "abstain": false, "mem": "on", "response": "You mentioned having 20 dozen eggs stocked up in the fridge on 2023-03-15.\n\n20 dozen", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1176, "ms": 18967, "ingest": { "rows": 793, "ms": 196, "cached": 793 }, "recalled": 104, "queries": [ "eggs refrigerator", "bought eggs", "dozen eggs", "egg count", "grocery list eggs", "stocking up eggs" ], "blockRows": 45, "blockChars": 36282, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:09:24.924Z" } } }, { "id": "8fb83627", "type": "knowledge-update", "question": "How many issues of National Geographic have I finished reading?", "answer": "Five", "abstain": false, "mem": "on", "response": "You have mentioned finishing the following issues of National Geographic:\n- 3 issues (mentioned on 2023-04-20)\n- 5 issues (mentioned on 2023-07-15)\n\nBased on your most recent update, you have finished 5 issues.\n\n5", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0, "ms": 28019, "ingest": { "rows": 732, "ms": 165, "cached": 732 }, "recalled": 87, "queries": [ "National Geographic finished", "read National Geographic", "completed National Geographic", "National Geographic issue", "finished reading magazine", "National Geographic read" ], "blockRows": 47, "blockChars": 36491, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:09:27.072Z" } } }, { "id": "b01defab", "type": "knowledge-update", "question": "Did I finish reading 'The Nightingale' by Kristin Hannah?", "answer": "Yes", "abstain": false, "mem": "on", "response": "Yes, you finished reading \"The Nightingale\" by Kristin Hannah. In a conversation on 2023-03-30, you stated, \"I also recently finished 'The Nightingale' by Kristin Hannah, which was amazing, by the way.\"\n\nYes.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0645, "ms": 28075, "ingest": { "rows": 759, "ms": 167, "cached": 759 }, "recalled": 96, "queries": [ "\"The Nightingale\" Kristin Hannah", "finished reading The Nightingale", "read The Nightingale", "The Nightingale book", "Kristin Hannah book", "completed The Nightingale" ], "blockRows": 51, "blockChars": 36547, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:09:29.075Z" } } }, { "id": "22d2cb42", "type": "knowledge-update", "question": "Where did I get my guitar serviced?", "answer": "The music shop on Main St.", "abstain": false, "mem": "on", "response": "You got your guitar serviced at a music shop on Main St called \"Rhythm Central\".\n\nRhythm Central", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.4762, "ms": 20173, "ingest": { "rows": 723, "ms": 129, "cached": 723 }, "recalled": 116, "queries": [ "guitar service", "guitar repair", "guitar shop", "luthier", "guitar setup", "where did I take my guitar" ], "blockRows": 61, "blockChars": 36386, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:09:31.074Z" } } }, { "id": "0e4e4c46", "type": "knowledge-update", "question": "What is my current highest score in Ticket to Ride?", "answer": "132 points", "abstain": false, "mem": "on", "response": "You mentioned on 2023-05-23 that your highest score was 124 points, but you later updated this on 2023-05-25, stating, \"I just got my highest score in Ticket to Ride - 132 points!\"\n\n132 points", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1026, "ms": 28915, "ingest": { "rows": 741, "ms": 169, "cached": 741 }, "recalled": 114, "queries": [ "Ticket to Ride score", "Ticket to Ride points", "highest score Ticket to Ride", "won Ticket to Ride", "Ticket to Ride game result", "my best score Ticket to Ride" ], "blockRows": 53, "blockChars": 36701, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:09:33.162Z" } } }, { "id": "4b24c848", "type": "knowledge-update", "question": "How many tops have I bought from H&M so far?", "answer": "five", "abstain": false, "mem": "on", "response": "- 2023-08-11: 3 tops\n- 2023-09-30: 5 tops (user stated \"I've already got five tops from H&M so far\")\n\nYou have bought 5 tops from H&M so far.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0588, "ms": 28204, "ingest": { "rows": 760, "ms": 172, "cached": 760 }, "recalled": 109, "queries": [ "H&M top", "H&M shirt", "H&M blouse", "bought from H&M", "H&M purchase", "H&M order" ], "blockRows": 49, "blockChars": 36384, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:09:35.118Z" } } }, { "id": "7e974930", "type": "knowledge-update", "question": "How much did I earn at the Downtown Farmers Market on my most recent visit?", "answer": "$420", "abstain": false, "mem": "on", "response": "On your most recent visit to the Downtown Farmers Market, you earned $420.\n\n$420", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1429, "ms": 20306, "ingest": { "rows": 740, "ms": 133, "cached": 740 }, "recalled": 110, "queries": [ "Downtown Farmers Market earnings", "Farmers Market sales", "how much I made at the market", "Downtown Farmers Market visit", "market income", "Farmers Market total" ], "blockRows": 58, "blockChars": 36802, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:09:37.110Z" } } }, { "id": "603deb26", "type": "knowledge-update", "question": "How many times have I tried making a Negroni at home since my friend Emma showed me how to make it?", "answer": "10", "abstain": false, "mem": "on", "response": "You have mentioned trying to make a Negroni at home:\n* 5 times (mentioned on 2023-08-11)\n* 10 times (mentioned on 2023-11-30)\n\nThe most recent count is 10.\n\n10 times", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0645, "ms": 30008, "ingest": { "rows": 728, "ms": 159, "cached": 728 }, "recalled": 109, "queries": [ "Emma Negroni", "made a Negroni", "making a Negroni", "tried a Negroni", "Negroni recipe", "mixing a Negroni" ], "blockRows": 49, "blockChars": 36249, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:09:39.055Z" } } }, { "id": "59524333", "type": "knowledge-update", "question": "What time do I usually go to the gym?", "answer": "6:00 pm", "abstain": false, "mem": "on", "response": "You have mentioned two different times for your gym sessions:\n* On 2023-02-11, you stated you usually go at 7:00 pm on Mondays, Wednesdays, and Fridays.\n* On 2023-05-30, you stated your gym session is usually at 6:00 pm.\n\nYou usually go to the gym at either 6:00 pm or 7:00 pm.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1, "ms": 36548, "ingest": { "rows": 783, "ms": 195, "cached": 783 }, "recalled": 94, "queries": [ "gym time", "went to the gym", "going to the gym", "workout time", "hit the gym", "gym schedule" ], "blockRows": 80, "blockChars": 36769, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:09:41.040Z" } } }, { "id": "5831f84d", "type": "knowledge-update", "question": "How many Crash Course videos have I watched in the past few weeks?", "answer": "15", "abstain": false, "mem": "on", "response": "You mentioned your progress on several dates:\n* 2023-08-11: \"I've already finished 10 videos in the past few weeks!\"\n* 2023-08-11: \"I just finished my 12th video on computer science!\"\n* 2023-09-30: \"I've been on a learning streak lately, having watched 15 Crash Course videos in the past few weeks.\"\n\nThe most recent update on 2023-09-30 states you have watched 15 videos.\n\n15 videos", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0294, "ms": 41269, "ingest": { "rows": 696, "ms": 157, "cached": 696 }, "recalled": 88, "queries": [ "Crash Course", "watched Crash Course", "finished Crash Course video", "Crash Course episode", "Crash Course series", "Crash Course playlist" ], "blockRows": 51, "blockChars": 36650, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:09:43.059Z" } } }, { "id": "eace081b", "type": "knowledge-update", "question": "Where am I planning to stay for my birthday trip to Hawaii?", "answer": "Oahu", "abstain": false, "mem": "on", "response": "You are planning to stay on the island of Oahu for your birthday trip in October.\n\nOahu", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1176, "ms": 19980, "ingest": { "rows": 744, "ms": 139, "cached": 744 }, "recalled": 96, "queries": [ "Hawaii birthday hotel", "Hawaii birthday Airbnb", "where am I staying in Hawaii", "Hawaii trip accommodation", "Hawaii birthday resort", "Hawaii lodging" ], "blockRows": 55, "blockChars": 36317, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:09:45.212Z" } } }, { "id": "affe2881", "type": "knowledge-update", "question": "How many different species of birds have I seen in my local park?", "answer": "32", "abstain": false, "mem": "on", "response": "You have seen the following number of species in your local park:\n* 27 species (reported on 2023-05-24)\n* 32 species (reported on 2023-05-29)\n\nTotal: 32 species", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.069, "ms": 26693, "ingest": { "rows": 746, "ms": 162, "cached": 746 }, "recalled": 83, "queries": [ "birds in the park", "saw a bird", "spotted a bird", "bird watching", "local park birds", "bird species" ], "blockRows": 49, "blockChars": 36241, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:09:47.181Z" } } }, { "id": "50635ada", "type": "knowledge-update", "question": "What was my previous frequent flyer status on United Airlines before I got the current status?", "answer": "Premier Silver", "abstain": false, "mem": "on", "response": "Based on the excerpts, on 2022-09-16, you stated that you had just reached 20,000 miles, which made you \"finally eligible for Premier Silver status.\" On 2023-05-30, you mentioned that you had reached Premier Gold status.\n\nThe excerpts do not explicitly state your status prior to Premier Silver, only that you became eligible for it after hitting 20,000 miles.\n\nYour previous status was Premier Silver.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0571, "ms": 37174, "ingest": { "rows": 779, "ms": 144, "cached": 779 }, "recalled": 88, "queries": [ "United Airlines status", "United frequent flyer status", "United Premier status", "United MileagePlus status", "United status upgrade", "United status downgrade" ], "blockRows": 51, "blockChars": 36486, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:09:49.216Z" } } }, { "id": "e66b632c", "type": "knowledge-update", "question": "What was my previous personal best time for the charity 5K run?", "answer": "27 minutes and 45 seconds", "abstain": false, "mem": "on", "response": "You have mentioned two different personal best times for a charity 5K run:\n\n* On 2023-04-11, you stated your personal best time was 27 minutes and 45 seconds.\n* On 2023-07-30, you mentioned a more recent personal best time of 26 minutes and 30 seconds.\n\nYour most recent personal best time was 26 minutes and 30 seconds.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1613, "ms": 39125, "ingest": { "rows": 751, "ms": 141, "cached": 751 }, "recalled": 122, "queries": [ "charity 5K run time", "personal best 5K", "5K race result", "charity run PB", "how long did my 5K take", "5K run finish time" ], "blockRows": 49, "blockChars": 36771, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:09:51.193Z" } } }, { "id": "0ddfec37", "type": "knowledge-update", "question": "How many autographed baseballs have I added to my collection in the first three months of collection?", "answer": "15", "abstain": false, "mem": "on", "response": "On 2023-07-11, you stated, \"that's 15 autographed baseballs since I started collecting three months ago!\"\n\n15 autographed baseballs", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0909, "ms": 23541, "ingest": { "rows": 729, "ms": 169, "cached": 729 }, "recalled": 102, "queries": [ "autographed baseball", "signed baseball", "added to collection", "bought baseball", "received baseball", "baseball collection" ], "blockRows": 54, "blockChars": 36712, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:09:53.297Z" } } }, { "id": "f685340e", "type": "knowledge-update", "question": "How often do I play tennis with my friends at the local park previously? How often do I play now?", "answer": "Previously, you play tennis with your friends at the local park every week (on Sunday). Currently, you play tennis every other week (on Sunday).", "abstain": false, "mem": "on", "response": "Based on the conversations:\n\n* **Previously:** In a conversation on 2023-03-11, you mentioned having \"weekly tennis sessions with friends.\"\n* **Now:** In a conversation on 2023-07-30, you stated that you plan to play tennis \"every other week.\"\n\nPreviously you played weekly; now you play every other week.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.4638, "ms": 29584, "ingest": { "rows": 695, "ms": 129, "cached": 695 }, "recalled": 146, "queries": [ "tennis local park", "played tennis with friends", "tennis match", "tennis practice", "how often tennis", "tennis schedule" ], "blockRows": 45, "blockChars": 36592, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:09:55.431Z" } } }, { "id": "cc5ded98", "type": "knowledge-update", "question": "How much time do I dedicate to coding exercises each day?", "answer": "about two hours", "abstain": false, "mem": "on", "response": "Based on the conversations, the amount of time you dedicate to coding exercises has changed:\n- On 2023-05-20, you stated: \"I've been dedicating about an hour each day to coding exercises\".\n- On 2023-05-29, you stated: \"I've been dedicating about two hours each day to coding exercises\".\n\nCurrently, you dedicate two hours each day.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1034, "ms": 30475, "ingest": { "rows": 729, "ms": 170, "cached": 729 }, "recalled": 118, "queries": [ "coding exercises", "practicing code", "LeetCode", "HackerRank", "coding time", "hours spent coding" ], "blockRows": 59, "blockChars": 36311, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:09:57.522Z" } } }, { "id": "dfde3500", "type": "knowledge-update", "question": "What day of the week did I meet with my previous language exchange tutor Juan?", "answer": "Wednesday", "abstain": false, "mem": "on", "response": "You met with your language exchange tutor Juan every Wednesday evening.\n\nWednesday", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1538, "ms": 16684, "ingest": { "rows": 749, "ms": 118, "cached": 749 }, "recalled": 93, "queries": [ "Juan language exchange", "met with Juan", "Juan tutor", "language exchange day", "meeting Juan", "Juan session" ], "blockRows": 53, "blockChars": 36817, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:09:59.576Z" } } }, { "id": "69fee5aa", "type": "knowledge-update", "question": "How many pre-1920 American coins do I have in my collection?", "answer": "38", "abstain": false, "mem": "on", "response": "You had a total of 37 coins in that collection as of 2023-05-27, and you added a 1915-S Barber quarter on 2023-05-29.\n\n37 + 1 = 38\n\nYou have 38 pre-1920 American coins.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0556, "ms": 31439, "ingest": { "rows": 730, "ms": 163, "cached": 730 }, "recalled": 82, "queries": [ "American coins", "US coins", "coin collection", "pre-1920 coins", "19th century coins", "early 20th century coins" ], "blockRows": 49, "blockChars": 36278, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:10:01.653Z" } } }, { "id": "7401057b", "type": "knowledge-update", "question": "How many free night's stays can I redeem at any Hilton property with my accumulated points?", "answer": "Two", "abstain": false, "mem": "on", "response": "Based on your conversations, the number of free night's stays you have accumulated has changed:\n\n* On 2023-05-29, you stated: \"I've accumulated enough points for a single free night's stay at any Hilton property.\"\n* On 2023-05-30, you stated: \"I've accumulated enough points for two free night's stays at any Hilton property.\"\n\nSince the most recent update was on 2023-05-30, you have enough points for two free nights.\n\n2 free night's stays", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.025, "ms": 44222, "ingest": { "rows": 699, "ms": 141, "cached": 699 }, "recalled": 71, "queries": [ "Hilton points balance", "Hilton Honors points", "how many Hilton points do I have", "Hilton reward nights", "Hilton points redemption", "Hilton points total" ], "blockRows": 48, "blockChars": 36219, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:10:03.763Z" } } }, { "id": "cf22b7bf", "type": "knowledge-update", "question": "How much weight have I lost since I started going to the gym consistently?", "answer": "10 pounds", "abstain": false, "mem": "on", "response": "You mentioned on 2023-06-21 that you have lost 10 pounds since you started going consistently to the gym 3 months ago.\n\n10 pounds", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1538, "ms": 19657, "ingest": { "rows": 780, "ms": 154, "cached": 780 }, "recalled": 106, "queries": [ "weight", "lbs", "scale", "gym", "workout" ], "blockRows": 54, "blockChars": 36313, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:10:05.795Z" } } }, { "id": "a2f3aa27", "type": "knowledge-update", "question": "How many followers do I have on Instagram now?", "answer": "1300", "abstain": false, "mem": "on", "response": "Based on the conversations:\n- On 2023-05-25 (session answer_5126c02d_1), you stated you had 1250 followers.\n- On 2023-05-25 (session answer_5126c02d_2), you mentioned you thought you were \"close to 1300 now.\"\n\nThe excerpts do not provide a final, exact current number beyond these updates.\n\nClose to 1300", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": false, "f1": 0.04, "ms": 34234, "ingest": { "rows": 733, "ms": 172, "cached": 733 }, "recalled": 104, "queries": [ "Instagram followers", "follower count", "how many followers", "Instagram stats", "Instagram profile", "follower update" ], "blockRows": 50, "blockChars": 36113, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:10:07.831Z" } } }, { "id": "c7dc5443", "type": "knowledge-update", "question": "What is my current record in the recreational volleyball league?", "answer": "5-2", "abstain": false, "mem": "on", "response": "On 2023-06-16, you stated your volleyball league record was 3-2. Later, on 2023-06-30, you mentioned that your team, the Net Ninjas, had a record of 5-2.\n\nYour current record is 5-2.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1053, "ms": 28754, "ingest": { "rows": 727, "ms": 134, "cached": 727 }, "recalled": 81, "queries": [ "volleyball record", "volleyball win", "volleyball loss", "volleyball score", "volleyball league result", "how did my volleyball team do" ], "blockRows": 57, "blockChars": 36322, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:10:09.794Z" } } }, { "id": "06db6396", "type": "knowledge-update", "question": "How many projects have I completed since starting painting classes?", "answer": "5", "abstain": false, "mem": "on", "response": "You have mentioned completing the following projects:\n* 4 projects (mentioned on 2023-08-16)\n* 5th project (mentioned on 2023-10-09)\n\nTotal: 5 projects.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0833, "ms": 24260, "ingest": { "rows": 751, "ms": 111, "cached": 751 }, "recalled": 113, "queries": [ "painting classes", "started painting", "completed project", "finished painting", "done with project", "painting project" ], "blockRows": 52, "blockChars": 36591, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:10:11.787Z" } } }, { "id": "3ba21379", "type": "knowledge-update", "question": "What type of vehicle model am I currently working on?", "answer": "Ford F-150 pickup truck", "abstain": false, "mem": "on", "response": "Based on the conversation from 2023-05-26, you mentioned that you wrapped up a previous model and switched to a Ford F-150 pickup truck.\n\nYou are currently working on a Ford F-150 pickup truck.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.2632, "ms": 26980, "ingest": { "rows": 695, "ms": 130, "cached": 695 }, "recalled": 115, "queries": [ "vehicle model", "working on car", "working on truck", "working on motorcycle", "project vehicle", "repairing vehicle" ], "blockRows": 43, "blockChars": 36447, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:10:13.782Z" } } }, { "id": "9bbe84a2", "type": "knowledge-update", "question": "What was my previous goal for my Apex Legends level before I updated my goal?", "answer": "level 100", "abstain": false, "mem": "on", "response": "Your previous goal for your Apex Legends level was to reach level 100, as mentioned on 2023-06-16. You later updated this goal to level 150 on 2023-09-30.\n\nLevel 100", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1143, "ms": 27839, "ingest": { "rows": 714, "ms": 181, "cached": 714 }, "recalled": 81, "queries": [ "Apex Legends level goal", "Apex Legends level", "my goal for Apex", "Apex level target", "updated my Apex goal", "previous Apex goal" ], "blockRows": 43, "blockChars": 36544, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:10:15.832Z" } } }, { "id": "10e09553", "type": "knowledge-update", "question": "How many largemouth bass did I catch with Alex on the earlier fishing trip to Lake Michigan before the 7/22 trip?", "answer": "7", "abstain": false, "mem": "on", "response": "You caught 7 largemouth bass on your trip to Lake Michigan with Alex on 2023-07-10.\n\n7 largemouth bass", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0952, "ms": 23058, "ingest": { "rows": 719, "ms": 137, "cached": 719 }, "recalled": 107, "queries": [ "largemouth bass Lake Michigan", "fishing with Alex", "caught bass Lake Michigan", "fishing trip before July 22", "Lake Michigan fishing trip", "how many bass did I catch" ], "blockRows": 49, "blockChars": 36337, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:10:17.847Z" } } }, { "id": "dad224aa", "type": "knowledge-update", "question": "What time do I wake up on Saturday mornings?", "answer": "7:30 am", "abstain": false, "mem": "on", "response": "Based on the excerpts, your Saturday wake-up time has varied:\n\n* On the Saturday before 2023-05-23, you woke up at 7:30 am.\n* The Saturday before that, you woke up at 9:30 am.\n* In a later conversation on 2023-05-23, you mentioned you have been waking up around 8:30 am on Saturdays.\n* In a conversation on 2023-05-27, you mentioned you like to wake up at 7:30 am on Saturdays.\n\nBecause these statements differ, there is no single consistent time, but you have most recently mentioned 7:30 am and 8:30 am.\n\nYour wake-up time varies between 7:30 am and 9:30 am.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "Yes", "abstained": false, "f1": 0.0541, "ms": 52468, "ingest": { "rows": 769, "ms": 163, "cached": 769 }, "recalled": 65, "queries": [ "wake up Saturday", "Saturday morning routine", "Saturday alarm", "what time I wake up", "Saturday schedule", "wake up time" ], "blockRows": 59, "blockChars": 36630, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:10:20.104Z" } } }, { "id": "ba61f0b9", "type": "knowledge-update", "question": "How many women are on the team led by my former manager Rachel?", "answer": "6", "abstain": false, "mem": "on", "response": "Based on the excerpts:\n- On 2023-01-18, it was stated that half of Rachel's team of 10 people are women (5 women).\n- On 2023-07-20, you mentioned that Rachel's team has 6 women out of 10 people.\n\nBecause these two dates provide different numbers, it is unclear if the team composition changed or if there was a correction.\n\nThe excerpts provide two different figures: 5 (2023-01-18) and 6 (2023-07-20).", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.027, "ms": 39292, "ingest": { "rows": 715, "ms": 106, "cached": 715 }, "recalled": 95, "queries": [ "Rachel manager", "Rachel team members", "who works for Rachel", "Rachel's team", "women on Rachel's team", "female employees Rachel" ], "blockRows": 42, "blockChars": 36192, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:10:22.250Z" } } }, { "id": "42ec0761", "type": "knowledge-update", "question": "Do I have a spare screwdriver for opening up my laptop?", "answer": "Yes", "abstain": false, "mem": "on", "response": "Yes, you do. Although you previously mentioned on 2023-08-11 that you had misplaced your small screwdriver, you stated on 2023-08-15: \"I actually have a spare screwdriver that I picked up when I organized my computer desk a while back, so I'm all set there.\"\n\nYou have a spare screwdriver.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0385, "ms": 32088, "ingest": { "rows": 771, "ms": 150, "cached": 771 }, "recalled": 73, "queries": [ "screwdriver", "laptop tools", "precision screwdriver", "opening laptop", "spare screwdriver", "tool kit" ], "blockRows": 50, "blockChars": 36244, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:10:24.337Z" } } }, { "id": "5c40ec5b", "type": "knowledge-update", "question": "How many times have I met up with Alex from Germany?", "answer": "We've met up twice.", "abstain": false, "mem": "on", "response": "You mentioned meeting up with Alex from Germany on the following date:\n* 2023-09-30: \"we've met up twice already\"\n\nTotal: 2 times.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.3571, "ms": 24593, "ingest": { "rows": 725, "ms": 161, "cached": 725 }, "recalled": 94, "queries": [ "met up with Alex", "Alex Germany", "coffee with Alex", "dinner with Alex", "visited Alex", "saw Alex" ], "blockRows": 54, "blockChars": 36461, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:10:26.398Z" } } }, { "id": "c6853660", "type": "knowledge-update", "question": "Did I mostly recently increase or decrease the limit on the number of cups of coffee in the morning?", "answer": "You increased the limit (from one cup to two cups)", "abstain": false, "mem": "on", "response": "You most recently increased the limit on the number of cups of coffee in the morning. On 2023-05-25, you mentioned you had \"cut back to just one cup,\" but by 2023-05-26, you stated, \"I have increased the limit to two cups.\"\n\nYou increased the limit to two cups.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.2857, "ms": 30157, "ingest": { "rows": 729, "ms": 140, "cached": 729 }, "recalled": 75, "queries": [ "coffee limit", "cups of coffee morning", "increase coffee limit", "decrease coffee limit", "limit on coffee", "how many cups of coffee" ], "blockRows": 49, "blockChars": 36334, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:10:28.698Z" } } }, { "id": "26bdc477", "type": "knowledge-update", "question": "How many trips have I taken my Canon EOS 80D camera on?", "answer": "five", "abstain": false, "mem": "on", "response": "You have mentioned the following trips with your Canon EOS 80D:\n* Three trips to Yellowstone, Yosemite, and the Grand Canyon (2023-03-16)\n* Five trips total (stated on 2023-05-30)\n\nTotal: 5 trips", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0606, "ms": 27596, "ingest": { "rows": 754, "ms": 156, "cached": 754 }, "recalled": 103, "queries": [ "Canon EOS 80D", "took my camera", "brought my camera", "trip with camera", "traveling with Canon", "photography trip" ], "blockRows": 51, "blockChars": 36348, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:10:30.750Z" } } }, { "id": "0977f2af", "type": "knowledge-update", "question": "What new kitchen gadget did I invest in before getting the Air Fryer?", "answer": "Instant Pot", "abstain": false, "mem": "on", "response": "Before getting the Air Fryer, you invested in an Instant Pot, which you mentioned you were thinking of using to make soups and stews.\n\nInstant Pot", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1538, "ms": 20418, "ingest": { "rows": 724, "ms": 144, "cached": 724 }, "recalled": 145, "queries": [ "kitchen gadget", "bought for kitchen", "new appliance", "Air Fryer", "purchased", "cooking tool" ], "blockRows": 54, "blockChars": 36404, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:10:32.803Z" } } }, { "id": "6aeb4375_abs", "type": "knowledge-update", "question": "How many Italian restaurants have I tried in my city?", "answer": "The information provided is not enough. You mentioned trying Korean restaurants but not Italian restaurants.", "abstain": true, "mem": "on", "response": "The provided excerpts do not contain any information about you trying Italian restaurants in your city.\n\n0", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": true, "f1": 1, "ms": 17938, "ingest": { "rows": 750, "ms": 158, "cached": 750 }, "recalled": 129, "queries": [ "Italian restaurant", "ate at Italian", "dinner Italian", "tried Italian", "Italian food", "restaurant in my city" ], "blockRows": 54, "blockChars": 36595, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:10:34.927Z" } } }, { "id": "031748ae_abs", "type": "knowledge-update", "question": "How many engineers do I lead when I just started my new role as Software Engineer Manager?", "answer": "The information provided is not enough. You mentioned starting the role as Senior Software Engineer but not Software Engineer Manager.", "abstain": true, "mem": "on", "response": "Based on the excerpts:\n\n- On 2023-05-25, you stated: \"I lead a team of 4 engineers in my new role as Senior Software Engineer.\"\n- On 2023-05-27, you mentioned: \"I've been enjoying my role as Senior Software Engineer for a while, especially the part where I now lead a team of five engineers.\"\n\nThe excerpts contain conflicting numbers (4 and 5) and refer to your role as \"Senior Software Engineer\" rather than \"Software Engineer Manager.\"\n\n4 or 5 engineers", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": false, "f1": 0, "ms": 38820, "ingest": { "rows": 770, "ms": 122, "cached": 770 }, "recalled": 146, "queries": [ "how many engineers", "team size", "direct reports", "new role", "Software Engineer Manager", "started as manager" ], "blockRows": 55, "blockChars": 36904, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:10:36.919Z" } } }, { "id": "2698e78f_abs", "type": "knowledge-update", "question": "How often do I see Dr. Johnson?", "answer": "The information provided is not enough. You mentioned seeing Dr. Smith but not Dr. Johnson.", "abstain": true, "mem": "on", "response": "The provided excerpts do not mention a Dr. Johnson; however, they mention that you see Dr. Smith either \"every two weeks\" (as of 2023-05-21) or \"every week\" (as of 2023-05-24).\n\nThe excerpts do not contain information about a Dr. Johnson.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": true, "f1": 1, "ms": 35785, "ingest": { "rows": 714, "ms": 124, "cached": 714 }, "recalled": 99, "queries": [ "Dr. Johnson", "appointment with Dr. Johnson", "visit Dr. Johnson", "seeing Dr. Johnson", "medical checkup Dr. Johnson", "schedule Dr. Johnson" ], "blockRows": 62, "blockChars": 36519, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:10:38.929Z" } } }, { "id": "2133c1b5_abs", "type": "knowledge-update", "question": "How long have I been living in my current apartment in Shinjuku?", "answer": "The information provided is not enough. You mentioned living in Harajuku but not Shinjuku.", "abstain": true, "mem": "on", "response": "The excerpts do not mention an apartment in Shinjuku; however, they state that you live in a studio apartment in Harajuku. On 2023-04-11, you mentioned it had been a month, and on 2023-10-15, you stated, \"I've been living in Harajuku for 3 months now.\"\n\nThe excerpts do not contain information about an apartment in Shinjuku.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": true, "f1": 1, "ms": 33913, "ingest": { "rows": 720, "ms": 140, "cached": 720 }, "recalled": 149, "queries": [ "Shinjuku apartment", "moved into Shinjuku", "lease start date", "when did I move to Shinjuku", "Shinjuku address", "apartment contract" ], "blockRows": 57, "blockChars": 36695, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:10:41.452Z" } } }, { "id": "0ddfec37_abs", "type": "knowledge-update", "question": "How many autographed football have I added to my collection in the first three months of collection?", "answer": "The information provided is not enough. You mentioned collecting autographed baseball but not football.", "abstain": true, "mem": "on", "response": "The provided excerpts do not contain any information about autographed footballs; they only mention autographed baseballs.\n\n0", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": true, "f1": 1, "ms": 18182, "ingest": { "rows": 714, "ms": 142, "cached": 714 }, "recalled": 98, "queries": [ "autographed football", "signed football", "football collection", "added to collection", "bought football", "received football" ], "blockRows": 63, "blockChars": 36648, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:10:43.624Z" } } }, { "id": "f685340e_abs", "type": "knowledge-update", "question": "How often do I play table tennis with my friends at the local park?", "answer": "The information provided is not enough. You mentioned playing tennis but not table tennis.", "abstain": true, "mem": "on", "response": "Based on the excerpts, you do not play table tennis; you play tennis with your friends at the local park every other week (mentioned on 2023-05-23).\n\nYou play tennis every other week.", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "No", "abstained": false, "f1": 0, "ms": 25008, "ingest": { "rows": 724, "ms": 155, "cached": 724 }, "recalled": 86, "queries": [ "table tennis park", "ping pong park", "played table tennis with friends", "went to the park for table tennis", "table tennis session", "ping pong with friends" ], "blockRows": 53, "blockChars": 36499, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T05:10:45.746Z" } } }, { "id": "89941a94", "type": "knowledge-update", "question": "Before I purchased the gravel bike, do I have other bikes in addition to my mountain bike and my commuter bike?", "answer": "Yes. (You have a road bike too.)", "abstain": false, "mem": "on", "response": "Based on the provided memory, there is no mention of you purchasing a gravel bike. However, the excerpts do show that you owned a road bike in addition to your mountain bike and commuter bike.\n\nOn 2023-05-25, you stated: \"I've been using it [the road bike] along with my other two bikes, a mountain bike and a commuter bike.\"\n\nYou have a road bike.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1231, "ms": 31852, "ingest": { "rows": 773, "ms": 152, "cached": 773 }, "recalled": 63, "queries": [ "my bikes", "bought a bike", "new bike", "bicycle collection", "mountain bike", "commuter bike" ], "blockRows": 51, "blockChars": 35993, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:10:47.828Z" } } }, { "id": "07741c45", "type": "knowledge-update", "question": "Where do I currently keep my old sneakers?", "answer": "in a shoe rack in my closet", "abstain": false, "mem": "on", "response": "Based on the conversation from 2023-05-25, you mentioned that you had been keeping your old sneakers under your bed for storage.\n\nUnder your bed", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": false, "f1": 0, "ms": 21464, "ingest": { "rows": 755, "ms": 128, "cached": 755 }, "recalled": 84, "queries": [ "old sneakers", "where did I put my sneakers", "sneakers storage", "shoe box", "closet sneakers", "garage sneakers" ], "blockRows": 57, "blockChars": 36222, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No", "at": "2026-10-03T05:10:49.900Z" } } }, { "id": "7161e7e2", "type": "single-session-assistant", "question": "I'm checking our previous chat about the shift rotation sheet for GM social media agents. Can you remind me what was the rotation for Admon on a Sunday?", "answer": "Admon was assigned to the 8 am - 4 pm (Day Shift) on Sundays.", "abstain": false, "mem": "on", "response": "Based on the shift rotation sheet created on 2023-05-24, Admon was assigned to the 8 am - 4 pm (Day Shift) on Sunday.\n\nAdmon: 8 am - 4 pm (Day Shift)", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.5366, "ms": 30662, "ingest": { "rows": 785, "ms": 178, "cached": 785 }, "recalled": 110, "queries": [ "shift rotation sheet GM social media agents", "Admon Sunday rotation", "Admon shift Sunday", "GM social media agent schedule", "rotation for Admon", "Sunday shift rotation" ], "blockRows": 61, "blockChars": 37094, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:10:51.960Z" } } }, { "id": "c4f10528", "type": "single-session-assistant", "question": "I'm planning to visit Bandung again and I was wondering if you could remind me of the name of that restaurant in Cihampelas Walk that serves a great Nasi Goreng?", "answer": "Miss Bee Providore", "abstain": false, "mem": "on", "response": "The restaurant in Cihampelas Walk that serves the Nasi Goreng you were interested in is Miss Bee Providore.\n\nMiss Bee Providore", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.2727, "ms": 27638, "ingest": { "rows": 739, "ms": 159, "cached": 739 }, "recalled": 120, "queries": [ "Bandung Cihampelas Walk restaurant", "Nasi Goreng Cihampelas Walk", "best Nasi Goreng Bandung", "where did I eat in Cihampelas Walk", "Cihampelas Walk food", "restaurant in Bandung Nasi Goreng" ], "blockRows": 54, "blockChars": 36617, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:10:54.056Z" } } }, { "id": "89527b6b", "type": "single-session-assistant", "question": "I'm going back to our previous conversation about the children's book on dinosaurs. Can you remind me what color was the scaly body of the Plesiosaur in the image?", "answer": "The Plesiosaur had a blue scaly body.", "abstain": false, "mem": "on", "response": "In the image description for Chapter 3: The Swimming Plesiosaur, the Plesiosaur is described as having a blue scaly body.\n\nThe Plesiosaur has a blue scaly body.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.3077, "ms": 24212, "ingest": { "rows": 724, "ms": 142, "cached": 724 }, "recalled": 122, "queries": [ "children's book dinosaurs", "Plesiosaur color", "Plesiosaur image", "scaly body color", "dinosaur book illustration", "what color was the Plesiosaur" ], "blockRows": 40, "blockChars": 36535, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:10:56.220Z" } } }, { "id": "e9327a54", "type": "single-session-assistant", "question": "I'm planning to revisit Orlando. I was wondering if you could remind me of that unique dessert shop with the giant milkshakes we talked about last time?", "answer": "The Sugar Factory at Icon Park.", "abstain": false, "mem": "on", "response": "The unique dessert shop in Orlando with the giant milkshakes is The Sugar Factory, located at Icon Park.\n\nThe Sugar Factory", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.4545, "ms": 19786, "ingest": { "rows": 764, "ms": 171, "cached": 764 }, "recalled": 119, "queries": [ "Orlando dessert shop", "giant milkshakes Orlando", "unique dessert Orlando", "milkshake shop", "Orlando sweets", "best milkshakes Orlando" ], "blockRows": 59, "blockChars": 36617, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:10:58.250Z" } } }, { "id": "4c36ccef", "type": "single-session-assistant", "question": "Can you remind me of the name of the romantic Italian restaurant in Rome you recommended for dinner?", "answer": "Roscioli", "abstain": false, "mem": "on", "response": "For a romantic dinner in Rome, I recommended Roscioli, noting that \"It has a cozy and intimate atmosphere with soft lighting and excellent service.\"\n\nRoscioli", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0833, "ms": 22264, "ingest": { "rows": 757, "ms": 160, "cached": 757 }, "recalled": 100, "queries": [ "romantic Italian restaurant Rome", "dinner recommendation Rome", "where to eat in Rome", "best restaurant Rome", "Italian dinner Rome", "Rome restaurant name" ], "blockRows": 67, "blockChars": 36707, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:11:00.409Z" } } }, { "id": "6ae235be", "type": "single-session-assistant", "question": "I remember you told me about the refining processes at CITGO's three refineries earlier. Can you remind me what kind of processes are used at the Lake Charles Refinery?", "answer": "Atmospheric distillation, fluid catalytic cracking (FCC), alkylation, and hydrotreating.", "abstain": false, "mem": "on", "response": "At the Lake Charles Refinery, the following processes are used:\n\n* **Atmospheric distillation**: The first step where crude oil is heated and separated into different fractions based on boiling points.\n* **Fluid catalytic cracking (FCC)**: Breaks down heavier fractions of crude oil into lighter, more valuable products like diesel fuel and gasoline.\n* **Alkylation**: Combines smaller molecules to form larger ones to create high-octane gasoline components.\n* **Hydrotreating**: Removes impurities from the diesel and gasoline fractions to improve quality.\n\nThe processes used at the Lake Charles Refinery are atmospheric distillation, fluid catalytic cracking (FCC), alkylation, and hydrotreating.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1856, "ms": 40446, "ingest": { "rows": 718, "ms": 114, "cached": 718 }, "recalled": 106, "queries": [ "CITGO Lake Charles refinery processes", "Lake Charles refining", "CITGO refineries", "refining processes", "what happens at Lake Charles", "CITGO refining methods" ], "blockRows": 47, "blockChars": 36481, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:11:02.515Z" } } }, { "id": "7e00a6cb", "type": "single-session-assistant", "question": "I'm planning my trip to Amsterdam again and I was wondering, what was the name of that hostel near the Red Light District that you recommended last time?", "answer": "International Budget Hostel", "abstain": false, "mem": "on", "response": "The hostel near the Red Light District that I recommended is the International Budget Hostel.\n\nInternational Budget Hostel", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.3333, "ms": 22601, "ingest": { "rows": 795, "ms": 107, "cached": 795 }, "recalled": 133, "queries": [ "Amsterdam hostel Red Light District", "recommended hostel Amsterdam", "where to stay Amsterdam", "hostel near Red Light District", "Amsterdam trip recommendations", "hostel name Amsterdam" ], "blockRows": 54, "blockChars": 37207, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:11:04.589Z" } } }, { "id": "1903aded", "type": "single-session-assistant", "question": "I think we discussed work from home jobs for seniors earlier. Can you remind me what was the 7th job in the list you provided?", "answer": "Transcriptionist.", "abstain": false, "mem": "on", "response": "The 7th job in the list of work-from-home jobs for seniors provided on 2023-05-26 was Transcriptionist.\n\nTranscriptionist", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1, "ms": 25176, "ingest": { "rows": 735, "ms": 190, "cached": 735 }, "recalled": 92, "queries": [ "work from home jobs for seniors", "remote jobs for seniors", "WFH jobs for elderly", "list of senior remote work", "jobs for seniors list", "remote employment for seniors" ], "blockRows": 52, "blockChars": 36722, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:11:06.553Z" } } }, { "id": "ceb54acb", "type": "single-session-assistant", "question": "In our previous chat, you suggested 'sexual compulsions' and a few other options for alternative terms for certain behaviors. Can you remind me what the other four options were?", "answer": "I suggested 'sexual fixations', 'problematic sexual behaviors', 'sexual impulsivity', and 'compulsive sexuality'.", "abstain": false, "mem": "on", "response": "In the conversation on 2023-05-27, after suggesting \"sexual compulsions,\" I provided the following four alternatives:\n\n1. **Sexual fixations**\n2. **Problematic sexual behaviors**\n3. **Sexual impulsivity**\n4. **Compulsive sexuality**\n\nThe other four options were Sexual fixations, Problematic sexual behaviors, Sexual impulsivity, and Compulsive sexuality.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.4074, "ms": 32371, "ingest": { "rows": 735, "ms": 161, "cached": 735 }, "recalled": 127, "queries": [ "sexual compulsions", "alternative terms for behaviors", "suggested terms for behaviors", "terminology for sexual behaviors", "options for sexual compulsions", "behavioral labels" ], "blockRows": 56, "blockChars": 37170, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:11:08.764Z" } } }, { "id": "f523d9fe", "type": "single-session-assistant", "question": "I wanted to check back on our previous conversation about Netflix. I mentioned that I wanted to be able to access all seasons of old shows? Do you remember what show I used as an example, the one that only had the last season available?", "answer": "Doc Martin", "abstain": false, "mem": "on", "response": "Yes, you mentioned the show \"doc martin\" as an example of a show that went down and now only has the last season available.\n\nThe show was \"doc martin\".", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1538, "ms": 22091, "ingest": { "rows": 747, "ms": 159, "cached": 747 }, "recalled": 110, "queries": [ "Netflix old shows", "Netflix seasons available", "Netflix example show", "only last season available", "Netflix missing seasons", "show with only one season" ], "blockRows": 56, "blockChars": 36719, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:11:10.880Z" } } }, { "id": "0e5e2d1a", "type": "single-session-assistant", "question": "I wanted to follow up on our previous conversation about binaural beats for anxiety and depression. Can you remind me how many subjects were in the study published in the journal Music and Medicine that found significant reductions in symptoms of depression, anxiety, and stress?", "answer": "38 subjects", "abstain": false, "mem": "on", "response": "In the study published in the journal *Music and Medicine*, there were 38 subjects.\n\n38 subjects", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.25, "ms": 23027, "ingest": { "rows": 716, "ms": 145, "cached": 716 }, "recalled": 100, "queries": [ "binaural beats anxiety depression", "Music and Medicine study", "binaural beats study subjects", "Music and Medicine binaural beats", "reductions in symptoms of depression anxiety and stress", "how many subjects in the binaural beats study" ], "blockRows": 54, "blockChars": 36450, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:11:13.023Z" } } }, { "id": "fea54f57", "type": "single-session-assistant", "question": "I was thinking about our previous conversation about the Fifth Album, and I was wondering if you could remind me what song you said best exemplified the band's growth and development as artists?", "answer": "Evolution", "abstain": false, "mem": "on", "response": "In our conversation on 2023-05-25, I stated that the song \"Evolution\" seems to best exemplify the band's growth and development as artists.\n\n\"Evolution\"", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.08, "ms": 24226, "ingest": { "rows": 774, "ms": 141, "cached": 774 }, "recalled": 136, "queries": [ "Fifth Album", "band's growth", "band's development", "best song", "exemplified growth", "artist development" ], "blockRows": 52, "blockChars": 36701, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:11:15.115Z" } } }, { "id": "cc539528", "type": "single-session-assistant", "question": "I wanted to follow up on our previous conversation about front-end and back-end development. Can you remind me of the specific back-end programming languages you recommended I learn?", "answer": "I recommended learning Ruby, Python, or PHP as a back-end programming language.", "abstain": false, "mem": "on", "response": "In our conversation on 2023-05-26, I recommended that you learn a back-end programming language such as Ruby, Python, or PHP.\n\nRuby, Python, or PHP", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.5789, "ms": 27999, "ingest": { "rows": 746, "ms": 153, "cached": 746 }, "recalled": 110, "queries": [ "back-end programming languages", "recommended back-end languages", "learn back-end development", "back-end vs front-end", "server-side languages", "what back-end language should I learn" ], "blockRows": 62, "blockChars": 36620, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:11:17.190Z" } } }, { "id": "dc439ea3", "type": "single-session-assistant", "question": "I was looking back at our previous conversation about Native American powwows and I was wondering, which traditional game did you say was often performed by skilled dancers at powwows?", "answer": "Hoop Dance", "abstain": false, "mem": "on", "response": "In our conversation on 2023-05-23, I mentioned that the Hoop Dance is the traditional dance that \"involves intricate movements with multiple hoops, and is often performed by skilled dancers at powwows.\"\n\nHoop Dance", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1143, "ms": 28509, "ingest": { "rows": 735, "ms": 144, "cached": 735 }, "recalled": 104, "queries": [ "Native American powwow games", "traditional game skilled dancers", "powwow dancing games", "what game do dancers perform at powwows", "traditional powwow activities", "skilled dancers game" ], "blockRows": 50, "blockChars": 36727, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:11:19.215Z" } } }, { "id": "18dcd5a5", "type": "single-session-assistant", "question": "I'm going back to our previous chat about the Lost Temple of the Djinn one-shot. Can you remind me how many mummies the party will face in the temple?", "answer": "4", "abstain": false, "mem": "on", "response": "In the \"The Lost Temple of the Djinn\" one-shot from your conversation on 2023-05-29, the assistant listed:\n* Mummies (4)\n\nThe party will face 4 mummies.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0833, "ms": 26474, "ingest": { "rows": 765, "ms": 161, "cached": 765 }, "recalled": 125, "queries": [ "Lost Temple of the Djinn mummies", "how many mummies", "mummy encounter", "mummies in the temple", "mummy count", "Lost Temple of the Djinn enemies" ], "blockRows": 59, "blockChars": 36666, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:11:21.374Z" } } }, { "id": "488d3006", "type": "single-session-assistant", "question": "I'm planning to go back to the Natural Park of Moncayo mountain in Aragón and I was wondering, what was the name of that hiking trail you recommended that takes you through the park's most stunning landscapes and offers panoramic views of the surrounding mountainside?", "answer": "The GR-90 trail.", "abstain": false, "mem": "on", "response": "The hiking trail recommended for the Natural Park of Moncayo mountain in Aragón that offers panoramic views and takes you through the park's most stunning landscapes is the GR-90.\n\nGR-90", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1875, "ms": 24888, "ingest": { "rows": 758, "ms": 161, "cached": 758 }, "recalled": 106, "queries": [ "Natural Park of Moncayo", "Moncayo hiking trail", "Moncayo recommendation", "Aragón hiking", "Moncayo panoramic views", "Moncayo landscapes" ], "blockRows": 54, "blockChars": 36455, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:11:23.388Z" } } }, { "id": "58470ed2", "type": "single-session-assistant", "question": "I was going through our previous conversation about The Library of Babel, and I wanted to confirm - what did Borges say about the center and circumference of the Library?", "answer": "According to Borges, 'The Library is a sphere whose exact center is any one of its hexagons and whose circumference is inaccessible.'", "abstain": false, "mem": "on", "response": "Regarding the structure of the Library, Borges writes, \"The Library is a sphere whose exact center is any one of its hexagons and whose circumference is inaccessible.\"\n\nBorges says the Library is a sphere where any one of its hexagons is the exact center and its circumference is inaccessible.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.5806, "ms": 27972, "ingest": { "rows": 740, "ms": 149, "cached": 740 }, "recalled": 93, "queries": [ "Borges Library of Babel center circumference", "Library of Babel center", "Library of Babel circumference", "what did Borges say about the center", "what did Borges say about the circumference", "Borges Library of Babel geometry" ], "blockRows": 43, "blockChars": 36512, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:11:25.447Z" } } }, { "id": "8cf51dda", "type": "single-session-assistant", "question": "I'm going back to our previous conversation about the grant aim page on molecular subtypes and endometrial cancer. Can you remind me what were the three objectives we outlined for the project?", "answer": "The three objectives were: 1) to identify molecular subtypes of endometrial cancer, 2) to investigate their clinical and biological significance, and 3) to develop biomarkers for early detection and prognosis.", "abstain": false, "mem": "on", "response": "The three objectives outlined for the project were:\n\n1. To identify molecular subtypes of endometrial cancer using a combination of genomic and transcriptomic approaches.\n2. To investigate the clinical and biological significance of the identified molecular subtypes, including their association with patient outcomes and response to therapy.\n3. To develop biomarkers for the early detection and prognosis of endometrial cancer based on the identified molecular subtypes.\n\nThe three objectives are to identify molecular subtypes, investigate their clinical/biological significance, and develop biomarkers for early detection and prognosis.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.537, "ms": 40126, "ingest": { "rows": 717, "ms": 124, "cached": 717 }, "recalled": 135, "queries": [ "grant aim page molecular subtypes endometrial cancer", "objectives for endometrial cancer project", "three objectives molecular subtypes", "endometrial cancer grant goals", "molecular subtypes project aims", "what are the objectives for the grant" ], "blockRows": 47, "blockChars": 36766, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:11:27.496Z" } } }, { "id": "1d4da289", "type": "single-session-assistant", "question": "I was thinking about our previous conversation about data privacy and security. You mentioned that companies use two-factor authentication to enhance security. Can you remind me what kind of two-factor authentication methods you were referring to?", "answer": "I mentioned biometric authentication or one-time passwords (OTP) as examples of two-factor authentication methods.", "abstain": false, "mem": "on", "response": "In our conversation on 2023-05-23, I mentioned that companies use two-factor authentication, specifically \"biometric authentication or one-time passwords (OTP),\" to ensure that only authorized users can access sensitive data.\n\nThe methods referred to were biometric authentication and one-time passwords (OTP).", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.4333, "ms": 28703, "ingest": { "rows": 761, "ms": 155, "cached": 761 }, "recalled": 120, "queries": [ "two-factor authentication methods", "2FA types", "data privacy and security", "how companies enhance security", "authentication examples", "multi-factor authentication" ], "blockRows": 58, "blockChars": 36393, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:11:29.597Z" } } }, { "id": "8464fc84", "type": "single-session-assistant", "question": "I'm planning to visit the Vatican again and I was wondering if you could remind me of the name of that famous deli near the Vatican that serves the best cured meats and cheeses?", "answer": "Roscioli", "abstain": false, "mem": "on", "response": "The famous deli near the Vatican that serves the best cured meats, cheeses, and traditional Roman cuisine is Roscioli.\n\nRoscioli", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1111, "ms": 22051, "ingest": { "rows": 738, "ms": 148, "cached": 738 }, "recalled": 131, "queries": [ "Vatican deli", "best cured meats Vatican", "cheese shop Vatican", "deli near Vatican", "where to eat near Vatican", "famous deli Rome Vatican" ], "blockRows": 54, "blockChars": 36844, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:11:31.578Z" } } }, { "id": "8aef76bc", "type": "single-session-assistant", "question": "I'm going back to our previous conversation about DIY home decor projects using recycled materials. Can you remind me what sealant you recommended for the newspaper flower vase?", "answer": "Mod Podge or another sealant", "abstain": false, "mem": "on", "response": "For the newspaper flower vase, I recommended using \"Mod Podge or another sealant to make it water-resistant.\"\n\n\"Seal the vase with Mod Podge or another sealant to make it water-resistant.\"\n\nMod Podge", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.2703, "ms": 26203, "ingest": { "rows": 735, "ms": 136, "cached": 735 }, "recalled": 126, "queries": [ "DIY home decor recycled materials", "newspaper flower vase", "sealant for newspaper vase", "newspaper vase project", "recycled materials home decor", "sealant recommendation" ], "blockRows": 56, "blockChars": 36701, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:11:33.644Z" } } }, { "id": "71a3fd6b", "type": "single-session-assistant", "question": "I'm planning my trip to Speyer again and I wanted to confirm, what's the phone number of the Speyer tourism board that you provided me earlier?", "answer": "+49 (0) 62 32 / 14 23 - 0", "abstain": false, "mem": "on", "response": "The phone number for the Speyer Tourismus Marketing GmbH provided in our conversation on 2023-05-29 is +49 (0) 62 32 / 14 23 - 0.\n\n+49 (0) 62 32 / 14 23 - 0", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.3784, "ms": 30444, "ingest": { "rows": 694, "ms": 150, "cached": 694 }, "recalled": 107, "queries": [ "Speyer tourism board phone number", "Speyer tourism office contact", "Speyer tourism board", "phone number Speyer", "tourism board Speyer", "Speyer travel contact" ], "blockRows": 50, "blockChars": 36837, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:11:35.680Z" } } }, { "id": "2bf43736", "type": "single-session-assistant", "question": "I was going through our previous chat and I wanted to clarify something about the prayer of beginners in Tanqueray's Spiritual Life treatise. Can you remind me which chapter of the second part discusses vocal prayer and meditation?", "answer": "Chapter 4 of Book 1, titled 'Vocal Prayer and Meditation'.", "abstain": false, "mem": "on", "response": "The prayer of beginners, specifically focusing on vocal prayer and meditation, is discussed in **Chapter 4 of Book 1** of the second part of Adolphe Tanqueray's Spiritual Life treatise, which is titled \"Vocal Prayer and Meditation.\"\n\nChapter 4 of Book 1", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.4, "ms": 29624, "ingest": { "rows": 731, "ms": 153, "cached": 731 }, "recalled": 91, "queries": [ "Tanqueray Spiritual Life prayer of beginners", "Tanqueray second part vocal prayer", "Tanqueray second part meditation", "vocal prayer meditation chapter", "prayer of beginners Tanqueray", "Tanqueray treatise Spiritual Life" ], "blockRows": 50, "blockChars": 36692, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:11:37.710Z" } } }, { "id": "70b3e69b", "type": "single-session-assistant", "question": "I was going through our previous conversation about the impact of the political climate in Catalonia on its literature and music. Can you remind me of the example you gave of a Spanish-Catalan singer-songwriter who supports unity between Catalonia and Spain?", "answer": "Manolo García", "abstain": false, "mem": "on", "response": "The example I gave of a Spanish-Catalan singer-songwriter who supports unity between Catalonia and Spain is Manolo García.\n\nManolo García", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1818, "ms": 23407, "ingest": { "rows": 753, "ms": 146, "cached": 753 }, "recalled": 82, "queries": [ "Catalonia political climate literature music", "Spanish-Catalan singer-songwriter unity", "singer-songwriter Catalonia Spain unity", "Catalan music political impact", "Catalonia unity artist", "Spanish-Catalan musician unity" ], "blockRows": 64, "blockChars": 36708, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:11:39.679Z" } } }, { "id": "8752c811", "type": "single-session-assistant", "question": "I remember you provided a list of 100 prompt parameters that I can specify to influence your output. Can you remind me what was the 27th parameter on that list?", "answer": "The 27th parameter was 'Sound effects (e.g., ambient, diegetic, non-diegetic, etc.)'.", "abstain": false, "mem": "on", "response": "The excerpts from the conversation on 2023-05-22 (session answer_sharegpt_6pWK9yx_0) provide a list of prompt parameters, but they only list items 1 through 20 and then jump to items 45 through 49 and 97 through 100. The 27th parameter is not mentioned in the memory.\n\nThe excerpts do not contain this information.", "model": "gemma-4-31b-fp8", "correct": false, "judgeRaw": "no", "abstained": true, "f1": 0.0645, "ms": 36092, "ingest": { "rows": 742, "ms": 153, "cached": 742 }, "recalled": 110, "queries": [ "100 prompt parameters", "list of prompt parameters", "influence your output parameters", "27th parameter", "prompting parameters list", "parameters to influence output" ], "blockRows": 57, "blockChars": 37381, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T05:11:41.846Z" } } }, { "id": "3249768e", "type": "single-session-assistant", "question": "I'm looking back at our previous conversation about building a cocktail bar. You recommended five bottles to make the widest variety of gin-based cocktails. Can you remind me what the fifth bottle was?", "answer": "Absinthe", "abstain": false, "mem": "on", "response": "In the conversation on 2023-05-23 (Tue), the fifth bottle recommended to make the widest variety of gin-based cocktails was Absinthe.\n\nAbsinthe", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0909, "ms": 23002, "ingest": { "rows": 727, "ms": 138, "cached": 727 }, "recalled": 112, "queries": [ "cocktail bar gin bottles", "five bottles gin cocktails", "recommended gin bottles", "gin-based cocktail ingredients", "fifth bottle gin", "building a cocktail bar" ], "blockRows": 46, "blockChars": 36529, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:11:44.035Z" } } }, { "id": "1b9b7252", "type": "single-session-assistant", "question": "I wanted to follow up on our previous conversation about mindfulness techniques. You mentioned some great resources for guided imagery exercises, can you remind me of the website that had free exercises like 'The Mountain Meditation' and 'The Body Scan Meditation'?", "answer": "Mindful.org.", "abstain": false, "mem": "on", "response": "The website that offers free guided imagery exercises, including \"The Mountain Meditation\" and \"The Body Scan Meditation,\" is Mindful.org.\n\nMindful.org", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1905, "ms": 22293, "ingest": { "rows": 720, "ms": 152, "cached": 720 }, "recalled": 134, "queries": [ "mindfulness techniques", "guided imagery exercises", "The Mountain Meditation", "The Body Scan Meditation", "free meditation website", "meditation resources" ], "blockRows": 47, "blockChars": 36446, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:11:45.976Z" } } }, { "id": "1568498a", "type": "single-session-assistant", "question": "I'm looking back at our previous chess game and I was wondering, what was the move you made after 27. Kg2 Bd5+?", "answer": "28. Kg3", "abstain": false, "mem": "on", "response": "After the move 27. Kg2 Bd5+, the move I made was:\n\n\"28. Kg3 would be my move.\"\n\n28. Kg3", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.2105, "ms": 22730, "ingest": { "rows": 732, "ms": 176, "cached": 732 }, "recalled": 121, "queries": [ "chess game", "27. Kg2 Bd5+", "move after Bd5+", "chess match", "chess notation", "last chess game" ], "blockRows": 68, "blockChars": 36552, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:11:48.044Z" } } }, { "id": "6222b6eb", "type": "single-session-assistant", "question": "I was going through our previous conversation about atmospheric correction methods, and I wanted to confirm - you mentioned that 6S, MAJA, and Sen2Cor are all algorithms for atmospheric correction of remote sensing images. Can you remind me which one is implemented in the SIAC_GEE tool?", "answer": "The 6S algorithm is implemented in the SIAC_GEE tool.", "abstain": false, "mem": "on", "response": "In our conversation on 2023-05-27, I mentioned that the **6S** (Second Simulation of a Satellite Signal in the Solar Spectrum) algorithm is implemented in the SIAC_GEE tool.\n\nThe 6S algorithm is implemented in the SIAC_GEE (Sentinel-2 Image Atmospheric Correction in Google Earth Engine) tool.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.3137, "ms": 35061, "ingest": { "rows": 762, "ms": 139, "cached": 762 }, "recalled": 106, "queries": [ "SIAC_GEE atmospheric correction", "SIAC_GEE 6S", "SIAC_GEE MAJA", "SIAC_GEE Sen2Cor", "which algorithm is implemented in SIAC_GEE", "atmospheric correction methods remote sensing images" ], "blockRows": 63, "blockChars": 36478, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:11:50.047Z" } } }, { "id": "e8a79c70", "type": "single-session-assistant", "question": "I was going through our previous conversation about making a classic French omelette, and I wanted to confirm - how many eggs did you say we need for the recipe?", "answer": "2-3 eggs", "abstain": false, "mem": "on", "response": "In the conversation on 2023-05-21, the assistant stated:\n- \"Ingredients: -2-3 eggs\"\n\nTotal: 2-3 eggs.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.3158, "ms": 25242, "ingest": { "rows": 739, "ms": 184, "cached": 739 }, "recalled": 112, "queries": [ "classic French omelette recipe", "how many eggs for omelette", "French omelette ingredients", "eggs for French omelette", "making a French omelette", "omelette recipe eggs" ], "blockRows": 50, "blockChars": 36372, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:11:52.427Z" } } }, { "id": "d596882b", "type": "single-session-assistant", "question": "I'm planning another trip to New York City and I was wondering if you could remind me of that vegan eatery you recommended last time, the one with multiple locations throughout the city?", "answer": "By Chloe", "abstain": false, "mem": "on", "response": "The vegan eatery I recommended with multiple locations throughout the city is By Chloe.\n\nBy Chloe", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.25, "ms": 20962, "ingest": { "rows": 735, "ms": 158, "cached": 735 }, "recalled": 113, "queries": [ "vegan eatery New York City", "NYC vegan restaurant recommendation", "vegan food NYC multiple locations", "where to eat vegan in New York", "vegan spots in NYC", "recommended vegan restaurant NYC" ], "blockRows": 53, "blockChars": 36596, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:11:54.396Z" } } }, { "id": "e3fc4d6e", "type": "single-session-assistant", "question": "I wanted to follow up on our previous conversation about the fusion breakthrough at Lawrence Livermore National Laboratory. Can you remind me who is the President's Chief Advisor for Science and Technology mentioned in the article?", "answer": "Dr. Arati Prabhakar", "abstain": false, "mem": "on", "response": "The President's Chief Advisor for Science and Technology mentioned in the article is Dr. Arati Prabhakar.\n\nDr. Arati Prabhakar", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.2857, "ms": 23379, "ingest": { "rows": 760, "ms": 182, "cached": 760 }, "recalled": 143, "queries": [ "fusion breakthrough Lawrence Livermore National Laboratory", "President's Chief Advisor for Science and Technology", "LLNL fusion article", "who is the science advisor", "fusion energy breakthrough", "Chief Advisor for Science and Technology name" ], "blockRows": 43, "blockChars": 36931, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:11:56.341Z" } } }, { "id": "51b23612", "type": "single-session-assistant", "question": "I was going through our previous conversation about political propaganda and humor, and I was wondering if you could remind me of that Soviet cartoon you mentioned that mocked Western culture?", "answer": "Nu, pogodi!", "abstain": false, "mem": "on", "response": "The Soviet cartoon mentioned in our conversation on 2023-05-29 was “Nu, pogodi!”, which mocked Western culture and portrayed the Soviet Union as superior.\n\nThe cartoon was “Nu, pogodi!”.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1379, "ms": 24592, "ingest": { "rows": 734, "ms": 117, "cached": 734 }, "recalled": 105, "queries": [ "Soviet cartoon Western culture", "Soviet animation propaganda", "mocking Western culture cartoon", "political propaganda humor", "Soviet satire Western", "cartoon about capitalism" ], "blockRows": 50, "blockChars": 36643, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:11:58.293Z" } } }, { "id": "3e321797", "type": "single-session-assistant", "question": "I wanted to follow up on our previous conversation about natural remedies for dark circles under the eyes. You mentioned applying tomato juice mixed with lemon juice, how long did you say I should leave it on for?", "answer": "10 minutes", "abstain": false, "mem": "on", "response": "For the remedy involving tomato juice mixed with lemon juice, I mentioned you should \"wash off after 10 minutes with cold water for lightening dark circles.\"\n\n10 minutes", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1379, "ms": 24491, "ingest": { "rows": 749, "ms": 153, "cached": 749 }, "recalled": 130, "queries": [ "dark circles natural remedies", "tomato juice lemon juice eyes", "how long to leave tomato juice on", "remedies for under eye circles", "tomato lemon mixture", "dark circles treatment duration" ], "blockRows": 51, "blockChars": 36870, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:12:00.252Z" } } }, { "id": "e982271f", "type": "single-session-assistant", "question": "I was going through our previous chat. Can you remind me of the name of the last venue you recommended in the list of popular venues in Portland for indie music shows?", "answer": "Revolution Hall", "abstain": false, "mem": "on", "response": "In the list of popular venues in Portland for indie music shows, the last venue recommended was Revolution Hall.\n\nRevolution Hall", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1905, "ms": 22532, "ingest": { "rows": 830, "ms": 186, "cached": 830 }, "recalled": 91, "queries": [ "popular venues in Portland indie music", "Portland indie music show recommendations", "Portland music venues list", "last venue recommended Portland", "indie music venues Portland", "Portland venue list" ], "blockRows": 62, "blockChars": 37301, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:12:02.293Z" } } }, { "id": "352ab8bd", "type": "single-session-assistant", "question": "Can you remind me what was the average improvement in framerate when using the Hardware-Aware Modular Training (HAMT) agent in the 'To Adapt or Not to Adapt? Real-Time Adaptation for Semantic Segmentation' submission?", "answer": "The average improvement in framerate was approximately 20% when using the Hardware-Aware Modular Training (HAMT) agent.", "abstain": false, "mem": "on", "response": "In the \"Experimental Results\" section of the \"To Adapt or Not to Adapt? Real-Time Adaptation for Semantic Segmentation\" submission, the average improvement in framerate when using the Hardware-Aware Modular Training (HAMT) agent was approximately 20%.\n\nThe average improvement in framerate was approximately 20%.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.5455, "ms": 31533, "ingest": { "rows": 770, "ms": 142, "cached": 770 }, "recalled": 126, "queries": [ "Hardware-Aware Modular Training HAMT framerate", "HAMT agent average improvement", "To Adapt or Not to Adapt Semantic Segmentation", "HAMT framerate results", "HAMT performance improvement", "HAMT agent FPS" ], "blockRows": 50, "blockChars": 36676, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:12:04.305Z" } } }, { "id": "fca762bc", "type": "single-session-assistant", "question": "I wanted to follow up on our previous conversation about language learning apps. You mentioned a few options, and I was wondering if you could remind me of the one that uses mnemonics to help learners memorize words and phrases?", "answer": "Memrise", "abstain": false, "mem": "on", "response": "In our conversation on 2023-05-25, I recommended Memrise as the app that \"uses mnemonics to help learners memorize words, phrases, and grammatical concepts.\"\n\nThe app is Memrise.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0714, "ms": 24445, "ingest": { "rows": 709, "ms": 142, "cached": 709 }, "recalled": 125, "queries": [ "language learning apps", "mnemonics app", "memorize words and phrases", "app for vocabulary", "language app recommendations", "learning language mnemonics" ], "blockRows": 52, "blockChars": 36741, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:12:06.346Z" } } }, { "id": "7a8d0b71", "type": "single-session-assistant", "question": "I'm looking back at our previous chat about the DHL Wellness Retreats campaign. Can you remind me how much was allocated for influencer marketing in the campaign plan?", "answer": "$2,000", "abstain": false, "mem": "on", "response": "In the influencer marketing campaign plan for the DHL Wellness Retreats (from the conversation on 2023-05-24), the allocated budget was:\n\n\"Budget:\n* Influencer marketing: $2,000\"\n\n$2,000", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1481, "ms": 28953, "ingest": { "rows": 744, "ms": 150, "cached": 744 }, "recalled": 131, "queries": [ "DHL Wellness Retreats influencer budget", "DHL Wellness Retreats campaign plan", "influencer marketing allocation", "how much for influencers DHL", "DHL Wellness Retreats spending", "influencer marketing costs" ], "blockRows": 52, "blockChars": 36675, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:12:08.458Z" } } }, { "id": "a40e080f", "type": "single-session-assistant", "question": "I was going through our previous conversation and I was wondering if you could remind me of the two companies you mentioned that prioritize employee safety and well-being like Triumvirate?", "answer": "Patagonia and Southwest Airlines.", "abstain": false, "mem": "on", "response": "The two companies I mentioned that prioritize employee safety and well-being like Triumvirate are:\n\n1. **Patagonia** - described as an outdoor clothing and gear company known for its commitment to environmental conservation and employee well-being, offering flexible work arrangements and generous leave.\n2. **Southwest Airlines** - noted for its strong emphasis on its employees (whom they call \"Warriors\"), providing top-of-the-line training and generous benefits packages.\n\nPatagonia and Southwest Airlines", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1096, "ms": 37607, "ingest": { "rows": 759, "ms": 172, "cached": 759 }, "recalled": 132, "queries": [ "companies employee safety well-being", "Triumvirate safety", "companies like Triumvirate", "employee well-being examples", "prioritize employee safety", "companies mentioned with Triumvirate" ], "blockRows": 52, "blockChars": 36904, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:12:10.522Z" } } }, { "id": "8b9d4367", "type": "single-session-assistant", "question": "I wanted to follow up on our previous conversation about private sector businesses in Chaudhary. Can you remind me of the company that employs over 40,000 people in the rug-manufacturing industry?", "answer": "Jaipur Rugs", "abstain": false, "mem": "on", "response": "The company in the rug-manufacturing industry that employs over 40,000 people is Jaipur Rugs.\n\nJaipur Rugs", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.2222, "ms": 22480, "ingest": { "rows": 781, "ms": 141, "cached": 781 }, "recalled": 108, "queries": [ "private sector businesses Chaudhary", "rug-manufacturing company Chaudhary", "company 40,000 employees Chaudhary", "rug industry Chaudhary", "largest employer Chaudhary", "businesses in Chaudhary" ], "blockRows": 53, "blockChars": 36941, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:12:12.482Z" } } }, { "id": "5809eb10", "type": "single-session-assistant", "question": "I'm looking back at our previous conversation about the Bajimaya v Reward Homes Pty Ltd case. Can you remind me what year the construction of the house began?", "answer": "2014.", "abstain": false, "mem": "on", "response": "The construction of the house in the Bajimaya v Reward Homes Pty Ltd case began in 2014.\n\n2014", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.125, "ms": 23289, "ingest": { "rows": 836, "ms": 185, "cached": 836 }, "recalled": 133, "queries": [ "Bajimaya v Reward Homes Pty Ltd", "Bajimaya construction start date", "when did construction begin Bajimaya", "Reward Homes Pty Ltd house build year", "Bajimaya case facts", "construction started" ], "blockRows": 62, "blockChars": 36996, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:12:14.642Z" } } }, { "id": "41275add", "type": "single-session-assistant", "question": "I wanted to follow up on our previous conversation about YouTube videos for workplace posture. Can you remind me of the Mayo Clinic video you recommended?", "answer": "The video is 'How to Sit Properly at a Desk to Avoid Back Pain' and the link is https://www.youtube.com/watch?v=UfOvNlX9Hh0.", "abstain": false, "mem": "on", "response": "The Mayo Clinic video I recommended for workplace posture is titled \"How to Sit Properly at a Desk to Avoid Back Pain\" ().\n\n\"How to Sit Properly at a Desk to Avoid Back Pain\" by the Mayo Clinic: ", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.5507, "ms": 33253, "ingest": { "rows": 766, "ms": 166, "cached": 766 }, "recalled": 129, "queries": [ "Mayo Clinic YouTube video", "workplace posture video", "posture recommendations", "Mayo Clinic posture", "ergonomics video", "YouTube videos for posture" ], "blockRows": 57, "blockChars": 36706, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:12:16.619Z" } } }, { "id": "4388e9dd", "type": "single-session-assistant", "question": "I was going through our previous chat and I was wondering, what was Andy wearing in the script you wrote for the comedy movie scene?", "answer": "Andy was wearing an untidy, stained white shirt.", "abstain": false, "mem": "on", "response": "In the script for the comedy movie scene, Andy was wearing an untidy, stained white shirt.\n\nAndy wears an untidy, stained white shirt.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.5385, "ms": 22062, "ingest": { "rows": 735, "ms": 140, "cached": 735 }, "recalled": 107, "queries": [ "Andy outfit", "Andy clothes", "comedy movie script", "what was Andy wearing", "script comedy scene", "Andy costume" ], "blockRows": 53, "blockChars": 36399, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:12:18.677Z" } } }, { "id": "4baee567", "type": "single-session-assistant", "question": "I was looking back at our previous chat and I wanted to confirm, how many times did the Chiefs play the Jaguars at Arrowhead Stadium?", "answer": "The Chiefs played the Jaguars 12 times at Arrowhead Stadium.", "abstain": false, "mem": "on", "response": "Based on our conversation on 2023-05-28, the Kansas City Chiefs and the Jacksonville Jaguars played 12 games at Arrowhead Stadium in Kansas City, Missouri.\n\n12 times", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.4706, "ms": 24699, "ingest": { "rows": 744, "ms": 174, "cached": 744 }, "recalled": 92, "queries": [ "Chiefs vs Jaguars Arrowhead", "Chiefs Jaguars game", "played the Jaguars at Arrowhead", "Chiefs Jaguars score", "Chiefs Jaguars stadium", "Chiefs Jaguars matchup" ], "blockRows": 78, "blockChars": 36969, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:12:20.665Z" } } }, { "id": "561fabcd", "type": "single-session-assistant", "question": "I was thinking back to our previous conversation about the Radiation Amplified zombie, and I was wondering if you remembered what we finally decided to name it?", "answer": "Fissionator.", "abstain": false, "mem": "on", "response": "You decided to name the Radiation Amplified zombie the **Fissionator**.\n\nFissionator", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.2, "ms": 21975, "ingest": { "rows": 743, "ms": 154, "cached": 743 }, "recalled": 101, "queries": [ "Radiation Amplified zombie name", "what should we name the zombie", "Radiation Amplified zombie", "naming the zombie", "zombie name decision", "Radiation Amplified" ], "blockRows": 59, "blockChars": 36766, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:12:22.700Z" } } }, { "id": "b759caee", "type": "single-session-assistant", "question": "I was looking back at our previous conversation about buying unique engagement rings directly from designers. Can you remind me of the Instagram handle of the UK-based designer who works with unusual gemstones?", "answer": "@jessica_poole_jewellery", "abstain": false, "mem": "on", "response": "The UK-based jewelry designer who works with unusual gemstones is Jessica Poole, and her Instagram handle is @jessica_poole_jewellery.\n\n@jessica_poole_jewellery", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.2308, "ms": 23504, "ingest": { "rows": 775, "ms": 169, "cached": 775 }, "recalled": 111, "queries": [ "unique engagement rings designers", "UK designer unusual gemstones", "Instagram handle engagement rings", "buying rings directly from designers", "UK gemstone designer Instagram", "unusual gemstone rings UK" ], "blockRows": 48, "blockChars": 36495, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:12:24.794Z" } } }, { "id": "ac031881", "type": "single-session-assistant", "question": "I'm trying to recall what the designation on my jumpsuit was that helped me find the file number in the records room?", "answer": "The designation on your jumpsuit was 'LIV'.", "abstain": false, "mem": "on", "response": "The designation on your jumpsuit was \"LIV\", which you realized was the Roman numeral for 54, leading you to search for file number 54.\n\nLIV", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.4138, "ms": 23900, "ingest": { "rows": 760, "ms": 166, "cached": 760 }, "recalled": 129, "queries": [ "jumpsuit designation", "file number records room", "what was on my jumpsuit", "records room file", "jumpsuit ID", "finding the file number" ], "blockRows": 67, "blockChars": 36676, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:12:26.936Z" } } }, { "id": "28bcfaac", "type": "single-session-assistant", "question": "I'm going back to our previous conversation about music theory. You mentioned some online resources for learning music theory. Can you remind me of the website you recommended for free lessons and exercises?", "answer": "MusicTheory.net", "abstain": false, "mem": "on", "response": "The website I recommended for free lessons and exercises on music theory, covering topics like rhythm, chords, and scales, is MusicTheory.net.\n\nMusicTheory.net", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.16, "ms": 23040, "ingest": { "rows": 746, "ms": 146, "cached": 746 }, "recalled": 95, "queries": [ "music theory online resources", "free music theory lessons", "music theory exercises website", "recommended music theory site", "where to learn music theory for free", "music theory websites" ], "blockRows": 51, "blockChars": 36682, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:12:28.931Z" } } }, { "id": "16c90bf4", "type": "single-session-assistant", "question": "I'm looking back at our previous conversation about the Seco de Cordero recipe from Ancash. You mentioned using a light or medium-bodied beer, but I was wondering if you could remind me what type of beer you specifically recommended?", "answer": "I recommended using a Pilsner or Lager for the recipe.", "abstain": false, "mem": "on", "response": "In the conversation on 2023-05-28, the assistant recommended: \"a pilsner or lager would work well, but you can also use a local beer from ancash to give the dish a more authentic touch.\"\n\nPilsner or lager.", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.2, "ms": 31330, "ingest": { "rows": 752, "ms": 171, "cached": 752 }, "recalled": 101, "queries": [ "Seco de Cordero Ancash beer", "beer for Seco de Cordero", "light medium bodied beer recommendation", "Seco de Cordero recipe", "Ancash lamb stew beer", "what beer for Seco de Cordero" ], "blockRows": 53, "blockChars": 36536, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:12:30.974Z" } } }, { "id": "c8f1aeed", "type": "single-session-assistant", "question": "I wanted to follow up on our previous conversation about fracking in the Marcellus Shale region. You mentioned that some states require fracking companies to monitor groundwater quality at nearby wells before drilling and for a certain period after drilling is complete. Can you remind me which state you mentioned as an example that has this requirement?", "answer": "Pennsylvania", "abstain": false, "mem": "on", "response": "In our previous conversation on 2023-05-21, I mentioned Pennsylvania as the example of a state that requires fracking companies to monitor groundwater quality at nearby wells before drilling and for a certain period after drilling is complete.\n\nPennsylvania", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0526, "ms": 25378, "ingest": { "rows": 747, "ms": 126, "cached": 747 }, "recalled": 127, "queries": [ "fracking Marcellus Shale", "groundwater monitoring fracking", "fracking companies monitor wells", "pre-drilling groundwater quality", "state fracking requirements", "Marcellus Shale groundwater laws" ], "blockRows": 56, "blockChars": 36875, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:12:32.913Z" } } }, { "id": "eaca4986", "type": "single-session-assistant", "question": "I'm looking back at our previous conversation where you created two sad songs for me. Can you remind me what was the chord progression for the chorus in the second song?", "answer": "C D E F G A B A G F E D C", "abstain": false, "mem": "on", "response": "In the second song provided on 2023-05-28, the notes listed for the chorus were:\n\n\"C D E F G A B A G F E D C\"\n\nThe excerpts do not contain a chord progression for this song, only these individual notes.\n\nC D E F G A B A G F E D C", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": true, "f1": 0.3729, "ms": 31399, "ingest": { "rows": 766, "ms": 132, "cached": 766 }, "recalled": 87, "queries": [ "sad songs", "chord progression chorus", "second sad song", "wrote a song", "lyrics for sad song", "chords for the second song" ], "blockRows": 62, "blockChars": 36938, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:12:35.252Z" } } }, { "id": "c7cf7dfd", "type": "single-session-assistant", "question": "I'm going back to our previous conversation about traditional Indian embroidery and tailoring techniques. Can you remind me of the name of that online store based in India that sells traditional Indian fabrics, threads, and embellishments?", "answer": "Nostalgia", "abstain": false, "mem": "on", "response": "The online store based in India that sells traditional Indian fabrics, threads, and embellishments is Nostalgia.\n\nNostalgia", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.1176, "ms": 21001, "ingest": { "rows": 752, "ms": 159, "cached": 752 }, "recalled": 97, "queries": [ "online store India traditional fabrics", "Indian embroidery supplies shop", "where to buy Indian threads and embellishments", "Indian fabric store recommendation", "traditional Indian tailoring materials", "Indian textile shop online" ], "blockRows": 50, "blockChars": 36664, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:12:37.222Z" } } }, { "id": "e48988bc", "type": "single-session-assistant", "question": "I was looking back at our previous conversation about environmentally responsible supply chain practices, and I was wondering if you could remind me of the company you mentioned that's doing a great job with sustainability?", "answer": "Patagonia", "abstain": false, "mem": "on", "response": "In our conversation on 2023-05-28, I mentioned Patagonia as an example of a company that has successfully implemented environmentally responsible practices in its supply chain.\n\nPatagonia", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.0741, "ms": 25174, "ingest": { "rows": 783, "ms": 174, "cached": 783 }, "recalled": 109, "queries": [ "environmentally responsible supply chain", "sustainability company", "sustainable supply chain example", "green supply chain practices", "company doing a great job with sustainability", "eco-friendly supply chain" ], "blockRows": 49, "blockChars": 36544, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:12:39.204Z" } } }, { "id": "1de5cff2", "type": "single-session-assistant", "question": "I was going through our previous conversation about high-end fashion brands, and I was wondering if you could remind me of the brand that uses wild rubber sourced from the Amazon rainforest?", "answer": "Veja", "abstain": false, "mem": "on", "response": "The high-end fashion brand that uses wild rubber sourced from the Amazon rainforest is Veja.\n\nVeja", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.125, "ms": 18681, "ingest": { "rows": 729, "ms": 146, "cached": 729 }, "recalled": 123, "queries": [ "high-end fashion brands", "wild rubber", "Amazon rainforest", "rubber sourced from Amazon", "sustainable fashion brands", "luxury brand rubber" ], "blockRows": 49, "blockChars": 36567, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T05:12:41.414Z" } } }, { "id": "65240037", "type": "single-session-assistant", "question": "I remember you told me to dilute tea tree oil with a carrier oil before applying it to my skin. Can you remind me what the recommended ratio is?", "answer": "The recommended ratio is 1:10, meaning one part tea tree oil to ten parts carrier oil.", "abstain": false, "mem": "on", "response": "The recommended ratio for diluting tea tree oil with a carrier oil (such as coconut oil, jojoba oil, or almond oil) is 1:10.\n\n1:10 ratio", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.4878, "ms": 26729, "ingest": { "rows": 743, "ms": 169, "cached": 743 }, "recalled": 68, "queries": [ "tea tree oil dilution", "tea tree oil carrier oil ratio", "dilute tea tree oil skin", "tea tree oil percentage", "how to mix tea tree oil", "carrier oil for tea tree" ], "blockRows": 51, "blockChars": 36734, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:12:43.460Z" } } }, { "id": "778164c6", "type": "single-session-assistant", "question": "I was looking back at our previous conversation about Caribbean dishes and I was wondering, what was the name of that Jamaican dish you recommended I try with snapper that has fruit in it?", "answer": "Grilled Snapper with Mango Salsa", "abstain": false, "mem": "on", "response": "The Jamaican dish featuring snapper and fruit that I recommended is **Grilled Snapper with Mango Salsa**.\n\nGrilled Snapper with Mango Salsa", "model": "gemma-4-31b-fp8", "correct": true, "judgeRaw": "yes", "abstained": false, "f1": 0.4, "ms": 20461, "ingest": { "rows": 779, "ms": 184, "cached": 779 }, "recalled": 95, "queries": [ "Jamaican dish snapper fruit", "Jamaican snapper recipe", "Caribbean dishes snapper", "fruit with snapper Jamaican", "recommended Jamaican food", "snapper with mango or pineapple" ], "blockRows": 63, "blockChars": 36724, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T05:12:45.440Z" } } } ], "summary": { "single-session-user": { "n": 70, "correct": 67, "accuracy": 0.9571, "f1": 0.2848 }, "multi-session": { "n": 133, "correct": 103, "accuracy": 0.7744, "f1": 0.1189 }, "single-session-preference": { "n": 30, "correct": 28, "accuracy": 0.9333, "f1": 0.1733 }, "temporal-reasoning": { "n": 133, "correct": 111, "accuracy": 0.8346, "f1": 0.1802 }, "knowledge-update": { "n": 78, "correct": 71, "accuracy": 0.9103, "f1": 0.1557 }, "single-session-assistant": { "n": 56, "correct": 55, "accuracy": 0.9821, "f1": 0.2647 }, "all": { "n": 500, "correct": 435, "accuracy": 0.87, "f1": 0.1838 } }, "judges": { "gpt-4o": { "baseURL": "https://api.openai.com/v1", "model": "gpt-4o", "n": 500, "summary": { "single-session-user": { "n": 70, "correct": 67, "accuracy": 0.9571, "f1": 0.2848 }, "multi-session": { "n": 133, "correct": 105, "accuracy": 0.7895, "f1": 0.1189 }, "single-session-preference": { "n": 30, "correct": 25, "accuracy": 0.8333, "f1": 0.1733 }, "temporal-reasoning": { "n": 133, "correct": 110, "accuracy": 0.8271, "f1": 0.1802 }, "knowledge-update": { "n": 78, "correct": 74, "accuracy": 0.9487, "f1": 0.1557 }, "single-session-assistant": { "n": 56, "correct": 55, "accuracy": 0.9821, "f1": 0.2647 }, "all": { "n": 500, "correct": 436, "accuracy": 0.872, "f1": 0.1838 } } } } }