{ "suite": "longmemeval", "data": "data/eval/public/longmemeval_s.json", "mem": "on", "critic": "off", "k": 40, "queries": 6, "neighbors": 1, "blockChars": 20000, "writer": { "baseURL": "https://api.openai.com/v1", "model": "gpt-4o" }, "judge": null, "budgetChars": 40000, "model": "gpt-4o", "startedAt": "2026-10-02T16:31:53.986Z", "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.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.4444, "ms": 18455, "ingest": { "rows": 782, "ms": 101, "cached": 782 }, "recalled": 78, "queries": [ "degree", "graduated", "major", "diploma", "university", "college" ], "blockRows": 35, "blockChars": 20582, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:18:38.820Z" } } }, { "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": "Your daily commute is 45 minutes each way. This was mentioned in the conversation on 2023-05-22.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.381, "ms": 32662, "ingest": { "rows": 756, "ms": 92, "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": 33, "blockChars": 20486, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:18:40.899Z" } } }, { "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 a $5 coupon on coffee creamer through the Cartwheel app from Target, as you mentioned on 2023-05-29.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1, "ms": 39590, "ingest": { "rows": 779, "ms": 68, "cached": 779 }, "recalled": 105, "queries": [ "coffee creamer coupon", "redeemed $5 coupon", "coffee creamer store", "bought coffee creamer", "coupon coffee creamer", "where did I use coffee creamer coupon" ], "blockRows": 27, "blockChars": 20404, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:18:42.939Z" } } }, { "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\" at the local community theater.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.3333, "ms": 23429, "ingest": { "rows": 820, "ms": 121, "cached": 820 }, "recalled": 153, "queries": [ "community theater", "play", "theater", "show", "performance", "local theater" ], "blockRows": 41, "blockChars": 20745, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:18:45.050Z" } } }, { "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.\"", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.3333, "ms": 18008, "ingest": { "rows": 765, "ms": 91, "cached": 765 }, "recalled": 107, "queries": [ "Spotify playlist", "created a playlist", "name of my playlist", "made a playlist", "Spotify list", "playlist name" ], "blockRows": 31, "blockChars": 20575, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:18:47.093Z" } } }, { "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.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.2, "ms": 30723, "ingest": { "rows": 731, "ms": 122, "cached": 731 }, "recalled": 71, "queries": [ "last name", "maiden name", "changed my name", "previous name", "legal name change", "birth name" ], "blockRows": 27, "blockChars": 20029, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:18:49.326Z" } } }, { "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 also practice at home using the Down Dog app.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.2222, "ms": 22803, "ingest": { "rows": 751, "ms": 93, "cached": 751 }, "recalled": 103, "queries": [ "yoga class", "yoga studio", "where do I do yoga", "yoga instructor", "yoga schedule", "yoga location" ], "blockRows": 34, "blockChars": 20431, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:18:51.400Z" } } }, { "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, which has made the room feel brighter.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.4211, "ms": 27688, "ingest": { "rows": 754, "ms": 61, "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": 25, "blockChars": 20060, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:18:53.510Z" } } }, { "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": "You volunteered at the \"Love is in the Air\" fundraising dinner on Valentine's Day, which would have been February 14, 2023.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0909, "ms": 20458, "ingest": { "rows": 761, "ms": 110, "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": 26, "blockChars": 20194, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:18:55.549Z" } } }, { "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.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.4615, "ms": 16577, "ingest": { "rows": 733, "ms": 102, "cached": 733 }, "recalled": 121, "queries": [ "tennis racket", "bought tennis racket", "where did I get my racket", "tennis shop", "sports store", "new racket" ], "blockRows": 31, "blockChars": 20019, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:18:57.570Z" } } }, { "id": "5d3d2817", "type": "single-session-user", "question": "What was my previous occupation?", "answer": "Marketing specialist at a small startup", "abstain": false, "mem": "on", "response": "Your previous occupation was as a marketing specialist at a small startup, where you were responsible for managing a team of interns and manually assigning tasks and tracking their progress.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.3125, "ms": 19603, "ingest": { "rows": 755, "ms": 106, "cached": 755 }, "recalled": 140, "queries": [ "my job", "my career", "what I used to do for a living", "my previous role", "where I worked", "my professional background" ], "blockRows": 47, "blockChars": 20936, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:18:59.620Z" } } }, { "id": "7527f7e2", "type": "single-session-user", "question": "How much did I spend on a designer handbag?", "answer": "$800", "abstain": false, "mem": "on", "response": "You mentioned on 2023-05-23 that you spent $800 on a designer handbag.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1429, "ms": 18413, "ingest": { "rows": 751, "ms": 73, "cached": 751 }, "recalled": 116, "queries": [ "designer handbag price", "bought a handbag", "handbag cost", "luxury bag purchase", "spent on bag", "designer bag receipt" ], "blockRows": 30, "blockChars": 20284, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:19:01.983Z" } } }, { "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.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1429, "ms": 17737, "ingest": { "rows": 747, "ms": 70, "cached": 747 }, "recalled": 112, "queries": [ "Spotify playlists", "created a playlist", "my Spotify", "added to playlist", "Spotify library", "playlist name" ], "blockRows": 36, "blockChars": 20395, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:19:03.897Z" } } }, { "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 your study abroad program at the University of Melbourne.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.4, "ms": 19429, "ingest": { "rows": 719, "ms": 88, "cached": 719 }, "recalled": 102, "queries": [ "study abroad", "semester abroad", "university abroad", "where did I study abroad", "exchange program", "study abroad location" ], "blockRows": 26, "blockChars": 20264, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:19:06.026Z" } } }, { "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": "You received a 10% discount on your first purchase from the new clothing brand, as mentioned in the conversation on 2023-05-23.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0952, "ms": 22813, "ingest": { "rows": 741, "ms": 99, "cached": 741 }, "recalled": 102, "queries": [ "clothing brand discount", "first purchase clothing", "promo code clothing", "discount code clothing", "bought clothes", "clothing order" ], "blockRows": 25, "blockChars": 20458, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:19:08.130Z" } } }, { "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": "You mentioned that it took you 4 hours to assemble the IKEA bookshelf.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.2857, "ms": 32617, "ingest": { "rows": 745, "ms": 96, "cached": 745 }, "recalled": 120, "queries": [ "IKEA bookshelf", "assembled the bookshelf", "put together the bookshelf", "bookshelf assembly time", "how long it took to build the bookshelf", "IKEA furniture" ], "blockRows": 29, "blockChars": 20124, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:19:10.225Z" } } }, { "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 earrings to match.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.2222, "ms": 31877, "ingest": { "rows": 747, "ms": 109, "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": 38, "blockChars": 20076, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:19:12.611Z" } } }, { "id": "ad7109d1", "type": "single-session-user", "question": "What speed is my new internet plan?", "answer": "500 Mbps", "abstain": false, "mem": "on", "response": "Your new internet plan has a speed of 1 Gbps, as mentioned in the conversation on 2023-05-30.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0, "ms": 28906, "ingest": { "rows": 729, "ms": 68, "cached": 729 }, "recalled": 109, "queries": [ "internet plan speed", "new internet plan", "Mbps", "Gbps", "internet provider", "internet installation" ], "blockRows": 27, "blockChars": 20470, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:19:14.587Z" } } }, { "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": "You mentioned that for your trip to Costa Rica, you packed 7 shirts.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1429, "ms": 18433, "ingest": { "rows": 729, "ms": 89, "cached": 729 }, "recalled": 121, "queries": [ "Costa Rica packing list", "shirts Costa Rica", "packed shirts", "Costa Rica trip", "packing for 5 days", "what I packed for Costa Rica" ], "blockRows": 31, "blockChars": 20211, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:19:16.725Z" } } }, { "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 were a staunch atheist. You mentioned that you have been exploring other possibilities lately, including reading a lot about Buddhism.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1429, "ms": 18350, "ingest": { "rows": 739, "ms": 108, "cached": 739 }, "recalled": 100, "queries": [ "spirituality", "religion", "faith", "god", "beliefs", "spiritual journey" ], "blockRows": 31, "blockChars": 20316, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:19:18.715Z" } } }, { "id": "c8c3f81d", "type": "single-session-user", "question": "What brand are my favorite running shoes?", "answer": "Nike", "abstain": false, "mem": "on", "response": "Your favorite brand for running shoes is Nike. You've mentioned that you have been using Nike shoes for your daily 5K runs and they have been holding up well.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0645, "ms": 29659, "ingest": { "rows": 748, "ms": 96, "cached": 748 }, "recalled": 58, "queries": [ "favorite running shoes", "best running shoes", "bought new running shoes", "running shoe brand", "recommend running shoes", "my favorite shoes" ], "blockRows": 28, "blockChars": 20063, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:19:20.804Z" } } }, { "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.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.4, "ms": 26949, "ingest": { "rows": 740, "ms": 100, "cached": 740 }, "recalled": 113, "queries": [ "certification", "certificate", "completed", "passed the exam", "finished the course", "last month" ], "blockRows": 29, "blockChars": 20325, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:19:22.814Z" } } }, { "id": "6b168ec8", "type": "single-session-user", "question": "How many bikes do I own?", "answer": "three", "abstain": false, "mem": "on", "response": "You own three bikes: a road bike, a mountain bike, and a commuter bike. This information was mentioned on 2023-05-27.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1, "ms": 38363, "ingest": { "rows": 742, "ms": 93, "cached": 742 }, "recalled": 120, "queries": [ "bought a bike", "new bicycle", "my bikes", "bike collection", "purchased a bike", "sold a bike" ], "blockRows": 33, "blockChars": 20034, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:19:24.866Z" } } }, { "id": "75499fd8", "type": "single-session-user", "question": "What breed is my dog?", "answer": "Golden Retriever", "abstain": false, "mem": "on", "response": "Your dog, Max, is a Golden Retriever.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.5, "ms": 18847, "ingest": { "rows": 745, "ms": 59, "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": 32, "blockChars": 20276, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:19:26.833Z" } } }, { "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 mentioned catching 12 largemouth bass on your last fishing trip to Lake Michigan.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1333, "ms": 18639, "ingest": { "rows": 752, "ms": 94, "cached": 752 }, "recalled": 97, "queries": [ "Lake Michigan fishing", "caught largemouth bass", "bass fishing trip", "how many bass", "Lake Michigan catch", "fishing results" ], "blockRows": 28, "blockChars": 20178, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:19:29.114Z" } } }, { "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": "You watched 10 amateur comedians perform at the open mic night. \n\n(Reference: \"I recently went to an open mic night and saw 10 amateur comedians perform - it was really inspiring to see people trying out new stuff!\")", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0556, "ms": 19093, "ingest": { "rows": 737, "ms": 97, "cached": 737 }, "recalled": 125, "queries": [ "open mic night", "amateur comedians", "comedy club", "stand up comedy", "watched a show", "comedian performance" ], "blockRows": 31, "blockChars": 20157, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:19:31.244Z" } } }, { "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.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.2857, "ms": 25474, "ingest": { "rows": 756, "ms": 79, "cached": 756 }, "recalled": 78, "queries": [ "my cat", "cat's name", "got a cat", "kitten", "pet", "naming my cat" ], "blockRows": 30, "blockChars": 20138, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:19:33.472Z" } } }, { "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": "Your grandma gave you the silver necklace on your 18th birthday.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0, "ms": 24825, "ingest": { "rows": 761, "ms": 81, "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": 32, "blockChars": 20028, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:19:35.526Z" } } }, { "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 martini is 3:1 with a dash of citrus bitters, as you found that it really brings out the flavors of the gin.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1333, "ms": 18631, "ingest": { "rows": 772, "ms": 64, "cached": 772 }, "recalled": 129, "queries": [ "gin martini ratio", "gin to vermouth", "how I make a martini", "martini recipe", "preferred martini", "gin vermouth proportions" ], "blockRows": 30, "blockChars": 20234, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:19:37.636Z" } } }, { "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.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.2222, "ms": 23044, "ingest": { "rows": 781, "ms": 87, "cached": 781 }, "recalled": 132, "queries": [ "laptop RAM upgrade", "installed more RAM", "bought new RAM", "RAM capacity", "laptop memory upgrade", "GB RAM" ], "blockRows": 32, "blockChars": 20180, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:19:39.676Z" } } }, { "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": "You mentioned previously that your flea market find, a painting, is worth triple what you paid for it. However, the specific amount you initially paid for the painting is not provided in the excerpts. Therefore, I cannot calculate its current value in terms of what you paid.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 0.3462, "ms": 25452, "ingest": { "rows": 700, "ms": 61, "cached": 700 }, "recalled": 117, "queries": [ "painting of a sunset", "bought a painting", "paid for painting", "sunset painting price", "cost of sunset painting", "painting purchase" ], "blockRows": 28, "blockChars": 20192, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:19:41.748Z" } } }, { "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.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.3636, "ms": 38542, "ingest": { "rows": 736, "ms": 65, "cached": 736 }, "recalled": 79, "queries": [ "cousin's wedding", "wedding location", "where was the wedding", "traveled for wedding", "wedding venue", "cousin wedding" ], "blockRows": 35, "blockChars": 20392, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:19:43.818Z" } } }, { "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 Bachelor's degree in Computer Science at UCLA.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1176, "ms": 28975, "ingest": { "rows": 747, "ms": 69, "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": 27, "blockChars": 19932, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:19:45.740Z" } } }, { "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": "The move to the new apartment took about 5 hours, as mentioned in the conversation on 2023-05-21.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.2222, "ms": 18469, "ingest": { "rows": 745, "ms": 89, "cached": 745 }, "recalled": 134, "queries": [ "move to new apartment", "moving day", "apartment move date", "how long did the move take", "packing for new place", "moving into the apartment" ], "blockRows": 27, "blockChars": 20736, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:19:47.813Z" } } }, { "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": "Last weekend, you tried a lavender gin fizz recipe, but it didn't quite turn out as expected because you didn't have simple syrup and had to improvise with honey and water.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1714, "ms": 17299, "ingest": { "rows": 716, "ms": 90, "cached": 716 }, "recalled": 121, "queries": [ "cocktail recipe", "tried a drink", "made a cocktail", "last weekend", "mixing drinks", "recipe" ], "blockRows": 29, "blockChars": 19846, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:19:49.896Z" } } }, { "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 type of rice is Japanese short-grain rice.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.5714, "ms": 24513, "ingest": { "rows": 787, "ms": 79, "cached": 787 }, "recalled": 138, "queries": [ "favorite rice", "best rice", "like this rice", "love this rice", "prefer rice", "my favorite kind of rice" ], "blockRows": 28, "blockChars": 20522, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:19:51.865Z" } } }, { "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 about destiny with your friend Sarah. This conversation took place during your discussions on May 22, 2023.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0952, "ms": 22042, "ingest": { "rows": 770, "ms": 101, "cached": 770 }, "recalled": 108, "queries": [ "destiny", "fate", "predestined", "meant to be", "conversation about destiny", "who talked about destiny" ], "blockRows": 36, "blockChars": 20549, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:19:53.906Z" } } }, { "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.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.25, "ms": 24921, "ingest": { "rows": 741, "ms": 64, "cached": 741 }, "recalled": 114, "queries": [ "bookshelf", "bought bookshelf", "new shelf", "furniture store", "ordered bookshelf", "where did I get my bookshelf" ], "blockRows": 26, "blockChars": 20246, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:19:56.061Z" } } }, { "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 mentioned that you stop checking work emails and messages by 7 pm to separate your work and personal life.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1818, "ms": 26295, "ingest": { "rows": 753, "ms": 101, "cached": 753 }, "recalled": 146, "queries": [ "work email cutoff time", "stop checking messages", "work boundaries", "email schedule", "when to stop working", "work communication rules" ], "blockRows": 29, "blockChars": 20533, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:19:58.345Z" } } }, { "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": "The signed poster from your favorite artist's debut album is a limited edition of only 500 copies worldwide, which suggests that the album itself may also have a limited release of 500 copies in this particular edition. However, the total number of copies of the album released worldwide is not mentioned in the excerpts.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 0.0408, "ms": 20873, "ingest": { "rows": 770, "ms": 87, "cached": 770 }, "recalled": 140, "queries": [ "favorite artist", "favorite musician", "debut album", "album release numbers", "copies sold worldwide", "worldwide sales" ], "blockRows": 29, "blockChars": 20475, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:20:00.590Z" } } }, { "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 that you had been collecting vintage cameras for three months on 2023-05-21. Since today is 2023-05-30, you have been collecting vintage cameras for about 3 months and 1 week.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1081, "ms": 33370, "ingest": { "rows": 722, "ms": 101, "cached": 722 }, "recalled": 111, "queries": [ "vintage cameras", "started collecting cameras", "bought first vintage camera", "camera collection", "old cameras", "photography hobby" ], "blockRows": 26, "blockChars": 19930, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:20:02.770Z" } } }, { "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 on a week-long trip with your family about a month before May 22, 2023.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1111, "ms": 19155, "ingest": { "rows": 765, "ms": 88, "cached": 765 }, "recalled": 85, "queries": [ "week-long trip family", "vacation with family", "family trip", "where did we go for a week", "family holiday", "trip with my family" ], "blockRows": 37, "blockChars": 20433, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:20:04.829Z" } } }, { "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.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.4286, "ms": 31007, "ingest": { "rows": 775, "ms": 103, "cached": 775 }, "recalled": 99, "queries": [ "niece birthday party", "baked for birthday", "birthday cake", "birthday cupcakes", "birthday treats", "what I baked" ], "blockRows": 36, "blockChars": 20321, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:20:06.881Z" } } }, { "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": "The excerpts do not mention the name of the music streaming service you have been using lately. However, it does mention that you have been listening to Arctic Monkeys and The Neighbourhood a lot on Spotify as of 2023-05-20. If this is what you are referring to, then the service would be Spotify.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 0.04, "ms": 23019, "ingest": { "rows": 731, "ms": 110, "cached": 731 }, "recalled": 140, "queries": [ "music streaming", "Spotify", "Apple Music", "Tidal", "Deezer", "playlist" ], "blockRows": 41, "blockChars": 21063, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:20:09.042Z" } } }, { "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 that waiting for your asylum application to get approved took over a year. Thus, you waited for more than 12 months.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1667, "ms": 18274, "ingest": { "rows": 749, "ms": 67, "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": 33, "blockChars": 20805, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:20:11.167Z" } } }, { "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.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.3333, "ms": 16674, "ingest": { "rows": 709, "ms": 110, "cached": 709 }, "recalled": 99, "queries": [ "thrift store action figure", "bought action figure", "thrift shop toy", "found action figure", "thrift store purchase", "action figure" ], "blockRows": 26, "blockChars": 20023, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:20:13.284Z" } } }, { "id": "19b5f2b3", "type": "single-session-user", "question": "How long was I in Japan for?", "answer": "two weeks", "abstain": false, "mem": "on", "response": "You mentioned that you spent two weeks traveling solo around Japan.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.3077, "ms": 19167, "ingest": { "rows": 724, "ms": 83, "cached": 724 }, "recalled": 106, "queries": [ "Japan trip dates", "when did I go to Japan", "when did I leave Japan", "flight to Japan", "flight from Japan", "Japan itinerary" ], "blockRows": 30, "blockChars": 20123, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:20:15.377Z" } } }, { "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 on June 15th.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.3077, "ms": 37148, "ingest": { "rows": 783, "ms": 96, "cached": 783 }, "recalled": 98, "queries": [ "Imagine Dragons concert", "Imagine Dragons show", "where was the Imagine Dragons concert", "went to see Imagine Dragons", "Imagine Dragons venue", "Imagine Dragons tickets" ], "blockRows": 42, "blockChars": 20461, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:20:17.526Z" } } }, { "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 mentioned averaging around 2 hours of screen time on Instagram per day for the past two weeks as of the conversation on 2023-05-27.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1538, "ms": 32581, "ingest": { "rows": 710, "ms": 61, "cached": 710 }, "recalled": 93, "queries": [ "Instagram screen time", "Instagram usage per day", "average time on Instagram", "how long I spent on Instagram", "Instagram daily average", "Instagram app time" ], "blockRows": 26, "blockChars": 19839, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:20:19.709Z" } } }, { "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": "You replaced the bulb in your bedside lamp with a Philips LED bulb, and you mentioned you really like the warm tone it provides.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.25, "ms": 18372, "ingest": { "rows": 755, "ms": 111, "cached": 755 }, "recalled": 126, "queries": [ "bedside lamp bulb", "replaced light bulb", "lamp bulb type", "bought new bulb", "bedroom lamp", "changed the bulb" ], "blockRows": 32, "blockChars": 20067, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:20:21.938Z" } } }, { "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 TV is a 55-inch 4K smart TV, as mentioned on 2023-05-21.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.2222, "ms": 21006, "ingest": { "rows": 743, "ms": 119, "cached": 743 }, "recalled": 96, "queries": [ "Samsung TV size", "bought a Samsung TV", "new TV dimensions", "Samsung TV model", "TV screen size", "ordered a Samsung TV" ], "blockRows": 35, "blockChars": 20449, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:20:24.042Z" } } }, { "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": "The excerpts mention that you were currently reading \"The Seven Husbands of Evelyn Hugo\" on 2023-05-23. There is no mention of any other book you might be currently reading. \n\nYou mentioned on 2023-05-23: \"By the way, I'm currently devouring 'The Seven Husbands of Evelyn Hugo' and it's hard to put down!\"", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1724, "ms": 23752, "ingest": { "rows": 751, "ms": 78, "cached": 751 }, "recalled": 85, "queries": [ "currently reading", "reading a book", "started reading", "book I'm reading", "new book", "reading list" ], "blockRows": 29, "blockChars": 20154, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:20:26.097Z" } } }, { "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 found a stash of 17 skeins of worsted weight yarn.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1818, "ms": 30292, "ingest": { "rows": 725, "ms": 70, "cached": 725 }, "recalled": 116, "queries": [ "worsted weight yarn stash", "found worsted yarn", "skeins of worsted", "yarn inventory worsted", "how much worsted yarn", "counting worsted weight yarn" ], "blockRows": 27, "blockChars": 20318, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:20:28.071Z" } } }, { "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": "You mentioned spending around 10 hours last month watching documentaries on Netflix. \n\n10 hours in total last month.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1053, "ms": 22791, "ingest": { "rows": 757, "ms": 118, "cached": 757 }, "recalled": 126, "queries": [ "Netflix documentaries", "watched documentary", "hours spent watching Netflix", "Netflix time", "documentary duration", "Netflix last month" ], "blockRows": 34, "blockChars": 20708, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:20:30.127Z" } } }, { "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 usually get home from work around 6:30 pm on weekdays, as mentioned on 2023-05-23.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.2857, "ms": 31621, "ingest": { "rows": 730, "ms": 63, "cached": 730 }, "recalled": 120, "queries": [ "get home from work", "home from work", "back from work", "arrived home", "finished work", "work schedule" ], "blockRows": 28, "blockChars": 20776, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:20:32.415Z" } } }, { "id": "4100d0a0", "type": "single-session-user", "question": "What is my ethnicity?", "answer": "A mix of Irish and Italian", "abstain": false, "mem": "on", "response": "Your ethnicity is a mix of Irish and Italian.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.7692, "ms": 19768, "ingest": { "rows": 770, "ms": 97, "cached": 770 }, "recalled": 81, "queries": [ "my ethnicity", "my heritage", "where am I from", "my race", "my ancestry", "my background" ], "blockRows": 35, "blockChars": 19895, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:20:34.426Z" } } }, { "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": "According to our conversation on 2023-05-21, you have been practicing guitar for 30 minutes daily.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.2105, "ms": 19318, "ingest": { "rows": 732, "ms": 102, "cached": 732 }, "recalled": 131, "queries": [ "guitar practice", "practiced guitar", "how long I played guitar", "guitar session", "daily guitar routine", "minutes of guitar" ], "blockRows": 25, "blockChars": 20158, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:20:36.384Z" } } }, { "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.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.2857, "ms": 21162, "ingest": { "rows": 738, "ms": 69, "cached": 738 }, "recalled": 110, "queries": [ "Emily live", "sister Emily address", "where does Emily live", "Emily's house", "Emily's city", "Emily's apartment" ], "blockRows": 33, "blockChars": 20502, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:20:38.485Z" } } }, { "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 to perfection.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.2353, "ms": 10302, "ingest": { "rows": 740, "ms": 74, "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": 30, "blockChars": 20090, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:20:40.735Z" } } }, { "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.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1667, "ms": 7834, "ingest": { "rows": 826, "ms": 92, "cached": 826 }, "recalled": 129, "queries": [ "birthday gift", "stand mixer", "who gave me", "new mixer", "birthday present", "got a stand mixer" ], "blockRows": 29, "blockChars": 20295, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:20:42.735Z" } } }, { "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 are currently using a lavender scented shampoo that you picked up at Trader Joe's.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.3333, "ms": 8426, "ingest": { "rows": 747, "ms": 62, "cached": 747 }, "recalled": 126, "queries": [ "shampoo", "bought shampoo", "hair care", "using shampoo", "shampoo brand", "hair products" ], "blockRows": 27, "blockChars": 20251, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:20:44.839Z" } } }, { "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.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1176, "ms": 8372, "ingest": { "rows": 779, "ms": 110, "cached": 779 }, "recalled": 138, "queries": [ "cold symptoms", "thought I had a cold", "felt sick", "doctor visit cold", "diagnosis cold", "health issue cold" ], "blockRows": 45, "blockChars": 20889, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:20:46.897Z" } } }, { "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.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.6667, "ms": 17077, "ingest": { "rows": 763, "ms": 113, "cached": 763 }, "recalled": 100, "queries": [ "Sophia", "met Sophia", "where did I meet Sophia", "Sophia's name", "introduced to Sophia", "meeting Sophia" ], "blockRows": 33, "blockChars": 20673, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:20:48.840Z" } } }, { "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": "You mentioned that you finally beat the last boss in the Dark Souls 3 DLC last weekend, after weeks of trying.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.3478, "ms": 16376, "ingest": { "rows": 736, "ms": 98, "cached": 736 }, "recalled": 77, "queries": [ "beat game", "finished game", "completed game", "finally beat", "last weekend game", "won the game" ], "blockRows": 32, "blockChars": 20260, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:20:50.930Z" } } }, { "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 excerpts do not mention the name of your hamster.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 1, "ms": 9128, "ingest": { "rows": 750, "ms": 109, "cached": 750 }, "recalled": 85, "queries": [ "hamster name", "my hamster", "bought a hamster", "got a hamster", "pet hamster", "naming my hamster" ], "blockRows": 39, "blockChars": 20402, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:20:52.944Z" } } }, { "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 any information about you collecting vintage films.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 1, "ms": 8393, "ingest": { "rows": 784, "ms": 112, "cached": 784 }, "recalled": 99, "queries": [ "vintage films", "collecting movies", "started film collection", "bought first vintage movie", "movie collection", "vintage cinema" ], "blockRows": 24, "blockChars": 20173, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:20:54.988Z" } } }, { "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 excerpts do not contain any information about what you baked for your uncle's birthday party.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 1, "ms": 9260, "ingest": { "rows": 753, "ms": 89, "cached": 753 }, "recalled": 103, "queries": [ "uncle birthday party", "baked for uncle", "birthday cake", "birthday treats", "what I baked", "uncle's birthday" ], "blockRows": 36, "blockChars": 20465, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:20:56.935Z" } } }, { "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 provide information about the duration of your stay in Korea. They mention planning a trip to Seoul and tourism-related activities, but not the length of time for your stay.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0, "ms": 17309, "ingest": { "rows": 760, "ms": 110, "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": 31, "blockChars": 20325, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:20:59.056Z" } } }, { "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 excerpts do not mention how much time you dedicate to practicing the violin every day.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 1, "ms": 8746, "ingest": { "rows": 756, "ms": 120, "cached": 756 }, "recalled": 125, "queries": [ "violin practice", "practiced violin", "violin time", "how long I practiced violin", "violin routine", "daily violin" ], "blockRows": 35, "blockChars": 20472, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:21:01.105Z" } } }, { "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 mention your dad giving you a birthday gift. They only mention a stand mixer you received as a birthday gift from your sister.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 1, "ms": 14551, "ingest": { "rows": 758, "ms": 64, "cached": 758 }, "recalled": 70, "queries": [ "birthday gift from dad", "what dad gave me for my birthday", "dad's birthday present", "birthday gift", "present from father", "birthday surprise" ], "blockRows": 34, "blockChars": 20239, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:21:03.138Z" } } }, { "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 two items to pick up or return from a store:\n\n1. Pick up your navy blue blazer from the dry cleaner, mentioned on 2023-02-15.\n2. Pick up the new pair of boots from Zara that you exchanged on 2023-02-05 but have not yet collected.\n\nTotal: 2 items.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0, "ms": 8897, "ingest": { "rows": 736, "ms": 107, "cached": 736 }, "recalled": 83, "queries": [ "pick up clothing", "return clothing", "clothing store", "clothes to return", "clothes to pick up", "clothing order" ], "blockRows": 27, "blockChars": 20197, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:21:05.294Z" } } }, { "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, you are currently leading one project: the launch of a new product feature in June, as mentioned in the conversation on 2023-05-28. Additionally, you've led at least one high-priority project before this, as indicated by delivering it two months ahead of time, which resulted in increased company revenue. \n\n2023-05-28: New product feature launch project.\nOne other past high-priority project.\n\nSo, you have led or are currently leading at least two projects in total.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0, "ms": 18020, "ingest": { "rows": 763, "ms": 104, "cached": 763 }, "recalled": 82, "queries": [ "projects I led", "projects I am leading", "project lead", "led the project", "leading the project", "my projects" ], "blockRows": 25, "blockChars": 20189, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:21:07.406Z" } } }, { "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": "You have mentioned working on or buying the following model kits:\n\n1. Revell F-15 Eagle kit during a trip to the hobby store in late April 2023 (discussed on 2023-05-27).\n2. Tamiya 1/48 scale Spitfire Mk.V (mentioned on 2023-05-30).\n3. Diorama featuring a 1/16 scale German Tiger I tank (mentioned on 2023-05-29).\n4. 1/72 scale B-29 bomber (mentioned on 2023-05-27).\n\nTotal: 4 model kits.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.5167, "ms": 10798, "ingest": { "rows": 732, "ms": 107, "cached": 732 }, "recalled": 66, "queries": [ "bought model kit", "purchased model kit", "working on model kit", "building model kit", "new model kit", "model kit collection" ], "blockRows": 23, "blockChars": 20080, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:21:09.518Z" } } }, { "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, you mentioned spending 5 days camping in Yellowstone National Park in March 2023 and 3 days on a solo camping trip to Big Sur in early April 2023.\n\nSo, you spent a total of 5 + 3 = 8 days on camping trips in the United States this year.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0816, "ms": 11451, "ingest": { "rows": 773, "ms": 95, "cached": 773 }, "recalled": 94, "queries": [ "camping trip USA", "camped in United States", "camping dates", "national park trip", "camping gear", "camping itinerary" ], "blockRows": 28, "blockChars": 20019, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:21:11.594Z" } } }, { "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": "You watched all 22 Marvel Cinematic Universe movies in two weeks (as mentioned on 2023-05-23 and 2023-05-25) and all the main Star Wars films in a week and a half (as mentioned on 2023-05-25). \n\n2 weeks (MCU) + 1.5 weeks (Star Wars) = 3.5 weeks total.\n\nIt took you about three and a half weeks to watch all the Marvel Cinematic Universe movies and the main Star Wars films.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0833, "ms": 16521, "ingest": { "rows": 723, "ms": 105, "cached": 723 }, "recalled": 75, "queries": [ "Marvel Cinematic Universe movies", "MCU movies", "Star Wars films", "Star Wars movies", "watched Marvel", "watched Star Wars" ], "blockRows": 32, "blockChars": 20126, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:21:13.603Z" } } }, { "id": "3a704032", "type": "multi-session", "question": "How many plants did I acquire in the last month?", "answer": "3", "abstain": false, "mem": "on", "response": "From the available excerpts, you acquired a snake plant from your sister last month. There is no mention of any other plants being acquired during that time. So, based on the information given, you acquired one plant in the last month.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0, "ms": 10520, "ingest": { "rows": 734, "ms": 53, "cached": 734 }, "recalled": 77, "queries": [ "bought a plant", "got a new plant", "purchased plant", "plant delivery", "added a plant", "new plant" ], "blockRows": 28, "blockChars": 19968, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:21:15.759Z" } } }, { "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": "The excerpts mention the following bike-related expenses since the start of the year:\n\n1. Chain replacement on April 20th: $25\n2. New set of bike lights on April 20th: $40\n\nTotal spent on bike-related expenses: $25 + $40 = $65. \n\nYou have spent a total of $65 on bike-related expenses since the start of the year.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0, "ms": 9776, "ingest": { "rows": 752, "ms": 85, "cached": 752 }, "recalled": 108, "queries": [ "bike purchase", "bicycle repair", "bike accessories", "cycling gear", "bike maintenance", "bike parts" ], "blockRows": 26, "blockChars": 20170, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:21:17.722Z" } } }, { "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": "Let's calculate the total driving hours for each road trip destination mentioned in the excerpts:\n\n1. **Outer Banks, North Carolina**: 4 hours (from 2023-05-21 conversation)\n2. **Tybee Island, Georgia**: Initially mentioned as 7-8 hours in a subsequent response, but combining stops and the routes discussed:\n - 2 hours from the Outer Banks to Topsail Island\n - 4-5 hours from Topsail Island to Tybee Island\n - Total for this trip: 6-7 hours\n3. **Mountains in Tennessee**: 5 hours (from 2023-05-21 camping trip conversation)\n\nLet's add these times together using the estimated range for Tybee Island:\n- Outer Banks: 4 hours\n- Mountains in Tennessee: 5 hours\n- Tybee Island: 6-7 hours\n\nTotal driving hours: 4 + 5 + (6 to 7) = 15 to 16 hours\n\nYou've spent a total of approximately 15 to 16 hours driving to your three road trip destinations combined.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1192, "ms": 19212, "ingest": { "rows": 725, "ms": 85, "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": 30, "blockChars": 20453, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:21:19.817Z" } } }, { "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 mentioned visiting or planning to visit the following doctors:\n\n1. Dr. Lee for a follow-up regarding a biopsy on a suspicious mole – mentioned on 2023-05-20.\n2. Dr. Smith, your primary care physician – recommended consultation on 2023-05-21.\n3. ENT specialist for regular follow-up appointments – mentioned in the context on 2023-05-21.\n4. Dr. Patel for managing chronic sinusitis, UTI, and antibiotic discussions – mentioned on 2023-05-22.\n\nThis totals to four different doctors explicitly mentioned.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1798, "ms": 7676, "ingest": { "rows": 739, "ms": 88, "cached": 739 }, "recalled": 132, "queries": [ "doctor", "physician", "medical appointment", "clinic", "hospital", "specialist" ], "blockRows": 38, "blockChars": 20698, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:21:21.820Z" } } }, { "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 mentioned that you didn't get to bed until 2 AM on Wednesday, and your doctor's appointment was at 10 AM on Thursday. Therefore, you went to bed at 2 AM on Wednesday, the day before your doctor's appointment.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.093, "ms": 11140, "ingest": { "rows": 765, "ms": 106, "cached": 765 }, "recalled": 119, "queries": [ "doctor's appointment", "went to the doctor", "medical appointment", "went to bed", "bedtime", "slept at" ], "blockRows": 32, "blockChars": 20685, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:21:23.852Z" } } }, { "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": "You've used several different types of citrus fruits in your cocktail recipes:\n\n1. Orange – used in the \"Orange You Glad It's a Whiskey Sour?\" recipe (2023-05-21).\n2. Lemon – used in the Classic Whiskey Sour recipes (2023-05-21).\n3. Lime – used in the Cucumber Gimlet (2023-05-30).\n4. Grapefruit – mentioned as a potential flavor combination with rosemary and gin (2023-05-30).\n\nTotal: 4 different types of citrus fruits.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0286, "ms": 9064, "ingest": { "rows": 738, "ms": 57, "cached": 738 }, "recalled": 67, "queries": [ "lemon cocktail", "lime cocktail", "orange cocktail", "grapefruit cocktail", "pomelo cocktail", "citrus cocktail" ], "blockRows": 27, "blockChars": 20158, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:21:25.915Z" } } }, { "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, you have attended the following movie festivals:\n\n1. Seattle International Film Festival (discussed \"The Weight of Water\" with the director)\n2. Portland Film Festival (volunteered and assisted with Rachel Morrison's masterclass workshop)\n3. AFI Fest in LA (attended a screening of \"Joker\" and Q&A session with Todd Phillips and Joaquin Phoenix)\n\nTotal: 3 film festivals.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1, "ms": 9495, "ingest": { "rows": 736, "ms": 89, "cached": 736 }, "recalled": 91, "queries": [ "movie festival", "film festival", "attended a festival", "went to a film festival", "cinema festival", "film fest" ], "blockRows": 27, "blockChars": 20160, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:21:28.040Z" } } }, { "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 mentioned taking a week-long break from social media in mid-January and a 10-day break in mid-February. \n\n- 7 days in January\n- 10 days in February\n\nTotal: 17 days", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.125, "ms": 15418, "ingest": { "rows": 719, "ms": 144, "cached": 719 }, "recalled": 98, "queries": [ "social media break", "digital detox", "off social media", "deleted instagram", "deleted facebook", "staying off twitter" ], "blockRows": 33, "blockChars": 20070, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:21:30.113Z" } } }, { "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": "The excerpts mention two tanks you set up: \n\n1. A 5-gallon tank that you previously maintained for a betta fish named Finley, which you have since upgraded from.\n2. A 20-gallon community tank named \"Amazonia,\" which you currently have.\n\nThere is no mention in the excerpts of a tank being set up for a friend's kid, so I cannot include that in the count. \n\nBased on the available information, you currently have one tank, the 20-gallon \"Amazonia.\" If there is a tank for your friend's kid, it is not mentioned here.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 0, "ms": 9566, "ingest": { "rows": 764, "ms": 89, "cached": 764 }, "recalled": 93, "queries": [ "tanks", "fish tank", "aquarium", "set up tank for friend's kid", "bought a tank", "new aquarium" ], "blockRows": 25, "blockChars": 19944, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:21:32.212Z" } } }, { "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": "From the information you provided in our past conversations, you've mentioned the following luxury purchases:\n\n1. A luxury evening gown purchased for $800 for a wedding, noted on 2023-05-24.\n2. A designer handbag from Gucci for $1,200, mentioned on 2023-05-25.\n3. A pair of leather boots from a high-end Italian designer for $500, mentioned on 2023-05-28.\n\nTotal: $800 + $1,200 + $500 = $2,500\n\nYou have spent a total of $2,500 on luxury items in the past few months.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0494, "ms": 9231, "ingest": { "rows": 757, "ms": 62, "cached": 757 }, "recalled": 78, "queries": [ "luxury purchase", "bought expensive", "spent on luxury", "designer item", "high-end purchase", "luxury shopping" ], "blockRows": 30, "blockChars": 20059, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:21:34.270Z" } } }, { "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, the following playtimes are mentioned:\n\n1. Assassin's Creed Odyssey: Not specified\n2. The Last of Us Part II (hard difficulty): 30 hours (completed on 2023-05-25)\n3. Celeste: 10 hours (completed on 2023-05-27)\n4. The Last of Us Part II (normal difficulty): 25 hours (completed on 2023-05-29)\n\nSumming up the specified playtimes: 30 hours + 10 hours + 25 hours = 65 hours.\n\nThe total number of hours you've spent playing games, based on the specified playtimes, is 65 hours. Some playtimes may be missing.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 0.0227, "ms": 13332, "ingest": { "rows": 691, "ms": 83, "cached": 691 }, "recalled": 99, "queries": [ "played games", "gaming hours", "hours spent gaming", "gameplay time", "how long I played", "gaming session" ], "blockRows": 29, "blockChars": 20104, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:21:36.250Z" } } }, { "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": "You mentioned attending three weddings in 2023:\n1. Your cousin's wedding at a vineyard in August (mentioned in the conversation on 2023-10-15, session answer_e7b0637e_1).\n2. Your sister's wedding, which you planned together and found amazing (mentioned in the conversation on 2023-10-15, session 81b971b8_2).\n3. A friend's wedding last weekend, which featured a rustic barn venue and a bohemian-inspired dress for the bride, Jen (mentioned in the conversation on 2023-10-15, session answer_e7b0637e_3).\n\nTotal: You have attended 3 weddings in 2023.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1176, "ms": 8780, "ingest": { "rows": 732, "ms": 118, "cached": 732 }, "recalled": 100, "queries": [ "wedding", "married", "marriage", "ceremony", "reception", "invited to a wedding" ], "blockRows": 24, "blockChars": 20178, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:21:38.305Z" } } }, { "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": "In the last few months, the following babies have been mentioned:\n\n1. Jasper, born to your friend from college, David, a few weeks ago (mentioned on 2023-05-13).\n2. Max, born to your cousin Rachel in March (mentioned on 2023-05-13).\n3. Charlotte, born to your friends Mike and Emma, a few weeks after Rachel's baby shower in February (mentioned on 2023-05-13).\n4. Ava and Lily, twins born to your aunt in April (mentioned on 2023-05-13).\n\nTotal: 5 babies were born to friends and family members in the last few months.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0213, "ms": 16205, "ingest": { "rows": 742, "ms": 96, "cached": 742 }, "recalled": 108, "queries": [ "baby born", "new baby", "congratulations baby", "having a baby", "baby announcement", "born" ], "blockRows": 32, "blockChars": 20063, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:21:40.477Z" } } }, { "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": "Here are the pieces of furniture you've mentioned buying, assembling, or fixing in the past few months:\n\n1. **Bought**: Coffee table from West Elm (mentioned on 2023-05-26).\n2. **Assembled**: IKEA bookshelf for your home office (about two months before 2023-05-29 → around 2023-03-29).\n3. **Fixed**: Wobbly leg on your kitchen table (2023-05-26).\n\nIn total, you've dealt with 3 pieces of furniture recently.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0, "ms": 9446, "ingest": { "rows": 726, "ms": 122, "cached": 726 }, "recalled": 94, "queries": [ "bought furniture", "assembled furniture", "put together furniture", "sold furniture", "fixed furniture", "repaired furniture" ], "blockRows": 25, "blockChars": 20136, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:21:42.633Z" } } }, { "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": "1. Whole wheat baguette on 2023-05-20 (about 10 days ago).\n2. Chocolate cake for your sister's birthday party on 2023-05-27 (3 days ago).\n\nTotal: You baked something at least two times in the past two weeks.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0, "ms": 20787, "ingest": { "rows": 741, "ms": 13563, "cached": 107 }, "recalled": 117, "queries": [ "baked", "baking", "oven", "cake", "cookies", "bread" ], "blockRows": 30, "blockChars": 20237, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:21:44.656Z" } } }, { "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": "Based on the conversations:\n\n1. You attended the opening night of The Art Cube on February 15th.\n2. You visited the Natural History Museum with your niece on February 8th.\n\nYou visited 2 different museums or galleries in February.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0556, "ms": 30323, "ingest": { "rows": 753, "ms": 14680, "cached": 79 }, "recalled": 73, "queries": [ "museum February", "gallery February", "visited museum", "visited gallery", "art gallery February", "museum trip February" ], "blockRows": 31, "blockChars": 20170, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:21:46.688Z" } } }, { "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": "Here are the cuisines you've learned to cook or tried out according to the excerpts:\n\n1. Ethiopian cuisine - tried at a new restaurant in town, mentioned on 2023-05-24.\n2. Indian cuisine - learned to make chicken tikka masala from a class, mentioned on 2023-05-26.\n3. Korean cuisine - tried a Korean bibimbap recipe from a cooking class's online library, mentioned on 2023-05-29.\n4. Fermented foods (including Kimchi, which is Korean) - learned kimchi in a fermentation workshop and tried different variations, mentioned on 2023-05-29.\n5. Vegan cuisine - learned to make a vegan lasagna with a cashew-based ricotta cheese substitute in a class, mentioned on 2023-05-30.\n\nYou've experienced or learned about 5 different cuisines in the past few months.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0168, "ms": 23895, "ingest": { "rows": 752, "ms": 13747, "cached": 111 }, "recalled": 119, "queries": [ "cooked", "tried a new recipe", "learned to cook", "cuisine", "dinner", "restaurant" ], "blockRows": 28, "blockChars": 20222, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:21:48.775Z" } } }, { "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": "You viewed at least two properties before making an offer on the townhouse in the Brookside neighborhood: a 3-bedroom bungalow in the Oakwood neighborhood on January 22nd, 2023, and a property in Cedar Creek on February 1st, 2023. \n\nIn total, you viewed at least two properties before making the offer.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.3883, "ms": 30792, "ingest": { "rows": 750, "ms": 15071, "cached": 61 }, "recalled": 136, "queries": [ "Brookside townhouse offer", "viewed properties", "house hunting", "real estate agent", "toured homes", "Brookside neighborhood" ], "blockRows": 27, "blockChars": 20274, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:21:50.839Z" } } }, { "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": "You mentioned three different food delivery services that you've used recently:\n\n1. Domino's Pizza – Mentioned on 2023-05-22.\n2. Uber Eats – Mentioned on 2023-05-27.\n3. Fresh Fusion – Mentioned on 2023-05-30.\n\nTotal: 3 different food delivery services.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0455, "ms": 29241, "ingest": { "rows": 725, "ms": 14261, "cached": 61 }, "recalled": 161, "queries": [ "Uber Eats", "DoorDash", "Grubhub", "Postmates", "Instacart", "food delivery" ], "blockRows": 40, "blockChars": 20561, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:21:52.767Z" } } }, { "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 excerpts do not provide any information about your jogging activities or your yoga practice specifically for last week. They only mention trying to schedule yoga practices for Monday, Wednesday, and Friday mornings at 7:00 am, and getting back into yoga with one or two sessions a week. Without more specific details about last week's activities, I cannot determine the hours you spent on jogging or yoga.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 0.029, "ms": 23693, "ingest": { "rows": 743, "ms": 14313, "cached": 72 }, "recalled": 103, "queries": [ "jogging last week", "yoga last week", "ran last week", "did yoga last week", "jogging hours", "yoga hours" ], "blockRows": 29, "blockChars": 20199, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:21:54.830Z" } } }, { "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": "Over the past month, you mentioned seeing growth on some of your platforms, with TikTok specifically highlighted as gaining around 200 followers over the past three weeks as of 2023-05-29. Thus, TikTok is the platform where you gained the most followers recently.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0488, "ms": 25505, "ingest": { "rows": 780, "ms": 14997, "cached": 73 }, "recalled": 69, "queries": [ "followers count", "gained followers", "Instagram followers", "Twitter followers", "TikTok followers", "LinkedIn followers" ], "blockRows": 25, "blockChars": 20099, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:21:56.965Z" } } }, { "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": "In the past month, you spent the following amounts at these grocery stores:\n\n1. Walmart: $120 on 2023-05-20 (spent on dairy products with a 10% off coupon, mentioned on 2023-05-26).\n2. Publix: $60 on 2023-05-24 (mentioned on 2023-05-30).\n\nBased on this information, you spent the most money at Walmart.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0, "ms": 23384, "ingest": { "rows": 738, "ms": 15230, "cached": 31 }, "recalled": 123, "queries": [ "grocery store", "supermarket", "bought food", "spent at store", "receipt", "grocery bill" ], "blockRows": 31, "blockChars": 20225, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:21:58.942Z" } } }, { "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": "In Hawaii, you booked a luxurious resort in Maui that costs over $300 per night (conversation on 2023-05-24). During your stay in Tokyo in January, you mentioned staying in a hostel that cost around $30 per night (conversation on 2023-05-26). \n\nThe difference in accommodation cost per night: $300 (Hawaii) - $30 (Tokyo) = $270.\n\nYou spent about $270 more per night on accommodations in Hawaii compared to Tokyo.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0294, "ms": 23837, "ingest": { "rows": 763, "ms": 13925, "cached": 111 }, "recalled": 112, "queries": [ "Hawaii hotel cost", "Hawaii accommodation price", "Hawaii Airbnb", "Tokyo hotel cost", "Tokyo accommodation price", "Tokyo Airbnb" ], "blockRows": 32, "blockChars": 20140, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:22:01.068Z" } } }, { "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, you attended one art-related event in the past month: the \"Women in Art\" exhibition on February 10th, 2023. No other events are mentioned within the provided excerpts.\n\nYou attended 1 art-related event in the past month.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0, "ms": 28455, "ingest": { "rows": 729, "ms": 14637, "cached": 51 }, "recalled": 107, "queries": [ "art gallery", "museum", "exhibition", "painting class", "art show", "concert" ], "blockRows": 24, "blockChars": 20153, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:22:03.045Z" } } }, { "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 excerpts:\n\n- You are 32 years old as of 2023-05-26.\n- Your mom is 55 years old as of 2023-05-23.\n- Your dad is 58 years old as of 2023-05-23.\n\nYour grandma passed away, but her age at the time is not mentioned. There is no information about your other grandparents.\n\nThus, with the information given:\n1. You: 32\n2. Mom: 55\n3. Dad: 58\n\nSince there is no information about the ages of your grandparents, the average age of you and your parents is \\((32 + 55 + 58) / 3 = 145 / 3 ≈ 48.3\\) years.\n\nThe average age of you and your parents is approximately 48.3 years.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 0, "ms": 33250, "ingest": { "rows": 741, "ms": 13614, "cached": 116 }, "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": 31, "blockChars": 20456, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:22:05.142Z" } } }, { "id": "00ca467f", "type": "multi-session", "question": "How many doctor's appointments did I go to in March?", "answer": "2", "abstain": false, "mem": "on", "response": "The excerpts mention three doctor's appointments in March:\n\n1. Follow-up appointment with your orthopedic surgeon, Dr. Thompson, on March 20th.\n2. Appointment with your primary care physician, Dr. Smith, on March 3rd, where you were diagnosed with bronchitis.\n3. Physical therapy sessions starting from March 25th, though these are sessions rather than a single doctor's appointment.\n\nBased on the information, you had at least two doctor's appointments in March.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0282, "ms": 9195, "ingest": { "rows": 748, "ms": 91, "cached": 748 }, "recalled": 119, "queries": [ "doctor appointment March", "dentist appointment March", "medical visit March", "physician March", "clinic March", "hospital March" ], "blockRows": 31, "blockChars": 20406, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:22:07.300Z" } } }, { "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 a new remote shutter release on February 5th, 2023, and it arrived on February 10th, 2023. It took 5 days for you to receive it.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1111, "ms": 26941, "ingest": { "rows": 729, "ms": 12884, "cached": 130 }, "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": 29, "blockChars": 20483, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:22:09.325Z" } } }, { "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": "The excerpts mention you using the following health-related devices:\n\n1. Fitbit (for tracking sleep patterns and activity levels like steps) - 2023-05-21, 2023-05-27\n2. Accu-Chek Aviva Nano (for testing blood sugar levels three times a day) - 2023-05-27\n3. Fitbit Versa 3 (for tracking activity levels and sleep patterns) - 2023-05-27\n\nBased on this information, you use at least three health-related devices regularly.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0, "ms": 28119, "ingest": { "rows": 705, "ms": 13022, "cached": 105 }, "recalled": 121, "queries": [ "smartwatch", "fitness tracker", "blood pressure monitor", "glucose monitor", "heart rate monitor", "health device" ], "blockRows": 27, "blockChars": 20289, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:22:11.276Z" } } }, { "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": "From the excerpts, you have two aquariums mentioned:\n\n1. 20-gallon tank:\n - You currently have Neon Tetras, Golden Honey Gouramis, and a Pleco Catfish.\n - You are considering adding 10-15 Lemon Tetras or 6-10 Zebra Danios. It is not clear if you have added them yet.\n \n2. 10-gallon tank:\n - It currently houses your betta fish named Bubbles.\n\nBased on this information:\n- The exact number of Neon Tetras, Golden Honey Gouramis, and Pleco Catfish is not specified. \n- Bubbles is one confirmed fish in the 10-gallon tank.\n\nThe details about the total number of fish in your aquariums are incomplete; the exact count of Neon Tetras, Golden Honey Gouramis, and the Pleco Catfish is needed for a total. Bubbles is one fish in your 10-gallon tank.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 0, "ms": 25349, "ingest": { "rows": 761, "ms": 13553, "cached": 128 }, "recalled": 76, "queries": [ "fish in aquarium", "bought fish", "added fish to tank", "number of fish", "first aquarium fish", "second aquarium fish" ], "blockRows": 24, "blockChars": 19980, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:22:13.316Z" } } }, { "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 in a typical week:\n\n1. Yoga class on Sundays at 6:00 PM (mentioned on 2023-05-29).\n2. BodyPump class on Mondays at 6:30 PM (mentioned on 2023-05-30).\n3. Hip Hop Abs class on Saturdays at 10:00 AM with Mike (mentioned on 2023-05-30).\n\nIn total, you attend three fitness classes in a typical week.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0, "ms": 22031, "ingest": { "rows": 726, "ms": 13251, "cached": 116 }, "recalled": 107, "queries": [ "fitness class", "gym class", "yoga", "pilates", "spin", "workout session" ], "blockRows": 27, "blockChars": 20131, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:22:15.424Z" } } }, { "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": "You bought your laptop backpack on 2023-01-15 and it arrived on 2023-01-20. It took 5 days for your laptop backpack to arrive.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1111, "ms": 23120, "ingest": { "rows": 740, "ms": 13773, "cached": 96 }, "recalled": 103, "queries": [ "laptop backpack bought", "laptop backpack ordered", "backpack delivery", "backpack arrived", "backpack shipping", "backpack received" ], "blockRows": 37, "blockChars": 20685, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:22:17.376Z" } } }, { "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": "According to the excerpts, you acquired two pieces of jewelry in the last two months:\n\n1. Silver necklace with a small pendant on 2023-04-15.\n2. Engagement ring (about a month ago from 2023-05-28).\n\nSo, a total of 2 pieces of jewelry were acquired in the last two months.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0, "ms": 10082, "ingest": { "rows": 746, "ms": 87, "cached": 746 }, "recalled": 70, "queries": [ "bought jewelry", "purchased necklace", "bought ring", "bought earrings", "bought bracelet", "acquired jewelry" ], "blockRows": 29, "blockChars": 19876, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:22:19.715Z" } } }, { "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": "Here is a summary of the amounts raised in the charity events you participated in:\n\n1. Charity walk – $250 (mentioned in conversation on 2023-05-01, session answer_1de862d6_1)\n2. Charity yoga event – $600 (mentioned in conversation on 2023-05-01, session answer_1de862d6_3)\n3. Bike-a-Thon for Cancer Research – $5,000 (mentioned in conversation on 2023-05-01, session answer_1de862d6_2)\n\nTotal: $250 + $600 + $5,000 = $5,850\n\nYou raised a total of $5,850 through all the charity events you participated in.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0476, "ms": 29851, "ingest": { "rows": 706, "ms": 10904, "cached": 215 }, "recalled": 126, "queries": [ "charity event money raised", "fundraiser total", "donations collected", "amount raised for charity", "charity drive results", "how much did I raise" ], "blockRows": 28, "blockChars": 20429, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:22:21.790Z" } } }, { "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": "You mentioned working on the following projects simultaneously, excluding your thesis:\n\n1. Data Mining project (mentioned on 2023-05-25 and 2023-05-26)\n2. Database Systems project (mentioned on 2023-05-25 and 2023-05-28)\n\nTotal: 2 projects. \n\nYou have been working on two projects simultaneously, excluding your thesis.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0392, "ms": 28674, "ingest": { "rows": 735, "ms": 13039, "cached": 150 }, "recalled": 119, "queries": [ "projects I'm working on", "current projects", "started a new project", "working on", "my projects", "active projects" ], "blockRows": 31, "blockChars": 20473, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:22:23.935Z" } } }, { "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": "The excerpts do not give a definite total number of musical instruments you currently own. However, they mention that you own a Korg B1 digital piano and seem to play guitar, as you've been experimenting with different pedals and effects and recently bought a new overdrive pedal. Additionally, you've expressed interest in getting a new ukulele, but it does not confirm if you currently own one. \n\nIn summary, the excerpts mention you owning at least a digital piano and a guitar.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.2069, "ms": 23735, "ingest": { "rows": 718, "ms": 13168, "cached": 107 }, "recalled": 126, "queries": [ "bought a guitar", "bought a piano", "bought a violin", "bought a drum", "bought a keyboard", "bought a flute" ], "blockRows": 40, "blockChars": 20351, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:22:26.056Z" } } }, { "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": "You mentioned servicing or planning to service two bikes in March:\n\n1. Planned to replace the tire on your commuter bike front tire before April (Conversation on 2023-03-20, session answer_cc021f81_2)\n2. Got your road bike serviced at Pedal Power on March 10th (Conversation on 2023-03-20, session answer_cc021f81_1).\n\nTotal: 2 bikes.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0345, "ms": 27640, "ingest": { "rows": 728, "ms": 13839, "cached": 94 }, "recalled": 70, "queries": [ "serviced bike March", "plan to service bike March", "bike maintenance March", "fixed bike March", "bike service schedule March", "bike repair March" ], "blockRows": 30, "blockChars": 20122, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:22:28.084Z" } } }, { "id": "d851d5ba", "type": "multi-session", "question": "How much money did I raise for charity in total?", "answer": "$3,750", "abstain": false, "mem": "on", "response": "From your past conversations, you raised the following amounts for charity:\n\n1. Over $1,000 for the local children's hospital at a charity bake sale (date unspecified).\n2. $250 for a local food bank at the \"Run for Hunger\" charity event on 2023-03-12.\n3. $500 for the American Cancer Society during a charity fitness challenge in February 2023.\n4. Over $2,000 for a local animal shelter on 2023-01-20.\n\nAdding these amounts gives a total of over $3,750. Note that the exact amount from the children's hospital bake sale is unspecified, so the total could be higher. \n\nYou have raised over $3,750 for charity in total.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0385, "ms": 24576, "ingest": { "rows": 792, "ms": 13864, "cached": 150 }, "recalled": 79, "queries": [ "charity donation", "raised money", "fundraiser total", "donated to", "amount raised", "charity goal" ], "blockRows": 30, "blockChars": 20043, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:22:30.110Z" } } }, { "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:\n\n1. December 10th: Volunteered at the church's annual holiday food drive.\n2. December 17th: Led a Bible study at your church.\n\nThere are 2 days where you participated in faith-related activities in December.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0526, "ms": 16278, "ingest": { "rows": 670, "ms": 84, "cached": 670 }, "recalled": 101, "queries": [ "December church", "December prayer", "December temple", "December faith", "December religious", "December meditation" ], "blockRows": 32, "blockChars": 20143, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:22:32.236Z" } } }, { "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": "Based on the conversations, you mentioned replacing or fixing the following kitchen items:\n\n1. Kitchen shelves - fixed on 2023-05-20\n2. Kitchen mat - replaced with a new one from IKEA, mentioned on 2023-05-21\n3. Toaster - replaced with a toaster oven, mentioned on 2023-05-26\n4. Kitchen faucet - replaced with a Moen one, mentioned on 2023-05-28\n5. Cat's food and water bowls - replaced last month, mentioned on 2023-05-29\n6. Espresso machine - received from your sister, mentioned on 2023-05-30 (though not explicitly replaced or fixed by you, it is a new addition)\n\nTotal kitchen items explicitly mentioned as replaced or fixed: 5 items (excluding the espresso machine, which was an addition, not a replacement).", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1846, "ms": 22854, "ingest": { "rows": 726, "ms": 12206, "cached": 163 }, "recalled": 84, "queries": [ "replaced kitchen", "fixed kitchen", "bought new kitchen appliance", "repaired kitchen", "kitchen broken", "new kitchen tool" ], "blockRows": 31, "blockChars": 20444, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:22:34.368Z" } } }, { "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": "Here is the list of rollercoaster rides you mentioned attending from July to October:\n\n1. **SeaWorld San Diego** (July): You rode the Mako, Kraken, and Manta rollercoasters in one night.\n2. **Knott's Berry Farm** (October 8th): You rode the Xcelerator rollercoaster.\n3. **Disneyland** (September 24th): You rode Space Mountain: Ghost Galaxy three times.\n4. **Universal Studios Hollywood** (October 15th): You rode the Revenge of the Mummy rollercoaster three times.\n\nCounting the number of times for each ride:\n- SeaWorld San Diego: 3 rollercoasters (Mako, Kraken, Manta)\n- Xcelerator at Knott's Berry Farm: 1 time\n- Space Mountain: Ghost Galaxy at Disneyland: 3 times\n- Revenge of the Mummy at Universal Studios Hollywood: 3 times\n\nAdding them up gives a total of 10 rollercoaster rides.\n\nSo, you rode rollercoasters a total of 10 times across all the events from July to October.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0305, "ms": 30341, "ingest": { "rows": 745, "ms": 14750, "cached": 56 }, "recalled": 84, "queries": [ "rollercoaster July", "rollercoaster August", "rollercoaster September", "rollercoaster October", "amusement park July to October", "theme park July to October" ], "blockRows": 30, "blockChars": 20292, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:22:36.418Z" } } }, { "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 excerpts:\n\n1. In December, you attended a half-day mindfulness workshop for $20 on December 12.\n2. In January, you attended a three-day entrepreneurship workshop, but the cost is not mentioned.\n3. In November, you attended a two-day writing workshop at a literary festival for $200.\n4. You mentioned attending five workshops in the last three months, but only provided specific costs for two of them.\n5. In February, you attended a two-day digital marketing workshop, but the cost is also not mentioned.\n\nThe total amount disclosed from the provided information for the workshops in the last four months is $220 ($20 + $200). However, the costs for at least two workshops are missing, so the total amount spent on all workshops isn't complete.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 0, "ms": 24156, "ingest": { "rows": 756, "ms": 14245, "cached": 93 }, "recalled": 88, "queries": [ "workshop cost", "paid for workshop", "workshop fee", "workshop price", "workshop registration", "workshop ticket" ], "blockRows": 29, "blockChars": 20305, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:22:38.453Z" } } }, { "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": "1. New York City: The user mentioned taking a solo trip to New York City for five days (2023-05-21).\n2. Hawaii: The user mentioned an amazing island-hopping trip to Hawaii with family, but did not specify the duration of the trip (2023-05-24).\n\nIn total, the duration for New York City is specified as five days. However, the number of days spent in Hawaii is not provided in the excerpts.\n\nTotal specified days traveling: 5 days (New York City). The duration for Hawaii is missing.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 0.0247, "ms": 28440, "ingest": { "rows": 732, "ms": 13399, "cached": 120 }, "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": 32, "blockChars": 20457, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:22:40.497Z" } } }, { "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": "You attended a lecture on sustainable development on April 10, 2023. Additionally, you attended a 2-day workshop on standardization and normalization on April 17 and 18, 2023. \n\nIn total, you spent 3 days attending workshops and lectures in April 2023.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0976, "ms": 24740, "ingest": { "rows": 720, "ms": 14488, "cached": 48 }, "recalled": 107, "queries": [ "April workshop", "April lecture", "April conference", "attended workshop April", "attended lecture April", "attended conference April" ], "blockRows": 24, "blockChars": 20704, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:22:42.546Z" } } }, { "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 information in the conversations:\n\n- You have 57 rare records (mentioned on 2023-05-22).\n- You have 25 rare coins (mentioned on 2023-05-23).\n\nTotal: 57 + 25 = **82 rare items in total**.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0, "ms": 26504, "ingest": { "rows": 715, "ms": 12806, "cached": 122 }, "recalled": 61, "queries": [ "rare item", "found a rare", "obtained rare", "collected rare", "rare loot", "rare gear" ], "blockRows": 26, "blockChars": 20201, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:22:44.618Z" } } }, { "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 mentioned earning the following amounts from selling products at the markets:\n\n1. Homemade and Handmade Market on 2023-05-29: $225 from selling 15 jars of homemade jam.\n2. Summer Solstice Market: Sold 20 potted herb plants for $7.5 each, totaling $150.\n3. Farmers' market on 2023-05-15: $120 from selling 12 bunches of fresh organic herbs.\n\nTotal earnings: $225 + $150 + $120 = $495.\n\nYou have earned a total of $495 from selling your products at the markets.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.026, "ms": 23222, "ingest": { "rows": 742, "ms": 13789, "cached": 101 }, "recalled": 86, "queries": [ "sold at market", "market earnings", "market sales", "made money market", "market revenue", "total from market" ], "blockRows": 30, "blockChars": 20305, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:22:46.613Z" } } }, { "id": "1a8a66a6", "type": "multi-session", "question": "How many magazine subscriptions do I currently have?", "answer": "2", "abstain": false, "mem": "on", "response": "You currently have subscriptions to the following magazines:\n\n1. The New Yorker - subscribed in early February 2023.\n2. Architectural Digest (implied, as you mentioned enjoying it for home decor inspiration).\n\nYou canceled your Forbes magazine subscription in early March 2023.\n\nThus, you have 2 active magazine subscriptions.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0435, "ms": 23389, "ingest": { "rows": 765, "ms": 13010, "cached": 155 }, "recalled": 109, "queries": [ "magazine subscription", "subscribed to magazine", "renewed magazine", "monthly magazine", "quarterly magazine", "magazine delivery" ], "blockRows": 28, "blockChars": 20580, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:22:48.629Z" } } }, { "id": "c2ac3c61", "type": "multi-session", "question": "How many online courses have I completed in total?", "answer": "5", "abstain": false, "mem": "on", "response": "You have completed three courses on Coursera and two courses on edX. \n\n- Courses on Coursera: 3 (mentioned on 2023-05-23)\n- Courses on edX: 2 (mentioned on 2023-05-30)\n\nTotal: 3 + 2 = 5 courses.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0556, "ms": 32113, "ingest": { "rows": 782, "ms": 14934, "cached": 87 }, "recalled": 102, "queries": [ "completed online course", "finished course", "certificate received", "course completion", "done with course", "completed certification" ], "blockRows": 28, "blockChars": 19949, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:22:50.686Z" } } }, { "id": "bf659f65", "type": "multi-session", "question": "How many music albums or EPs have I purchased or downloaded?", "answer": "3", "abstain": false, "mem": "on", "response": "You have mentioned purchasing or downloading the following music albums or EPs:\n\n1. Album: \"Happier Than Ever\" by Billie Eilish (downloaded on Spotify) on 2023-05-20.\n2. EP: \"Midnight Sky\" by The Whiskey Wanderers (purchased at a music festival merchandise booth) on 2023-05-26.\n\nTotal: 2 music albums or EPs.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0, "ms": 28671, "ingest": { "rows": 750, "ms": 12043, "cached": 186 }, "recalled": 93, "queries": [ "purchased album", "downloaded album", "bought EP", "downloaded EP", "music purchase", "new album" ], "blockRows": 26, "blockChars": 20143, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:22:52.865Z" } } }, { "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 attended Arcadia High School from 2010 to 2014, which is 4 years. Then you earned an Associate's degree in Computer Science from Pasadena City College (PCC) in May 2016, spending about 2 years there (2014-2016). Finally, you completed your Bachelor's in Computer Science from UCLA in 2020, which took you 4 years (2016-2020).\n\nAdding these periods together: \n4 years (high school) + 2 years (Associate's degree) + 4 years (Bachelor's degree) = 10 years in total spent in formal education from high school to the completion of your Bachelor's degree.\n\nYou spent a total of 10 years in formal education from high school to the completion of your Bachelor's degree.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0351, "ms": 24098, "ingest": { "rows": 725, "ms": 10641, "cached": 231 }, "recalled": 118, "queries": [ "high school graduation date", "started high school", "started college", "Bachelor's degree completion date", "graduated college", "university degree date" ], "blockRows": 30, "blockChars": 20495, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:22:54.854Z" } } }, { "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": "Let's count the pieces of writing you've completed based on the provided excerpts:\n\n1. Poems: 17 poems in the two weeks leading up to the conversation on 2023-05-21.\n2. Short stories: 5 short stories mentioned on 2023-05-28.\n3. Writing challenge pieces: 1 piece titled \"The Smell of Old Books\" written for the prompt \"forgotten memories\" as mentioned on 2023-05-30.\n\nTotal = 17 poems + 5 short stories + 1 writing challenge piece = 23 pieces of writing\n\nYou have completed a total of 23 pieces of writing since you started.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0227, "ms": 23153, "ingest": { "rows": 769, "ms": 11979, "cached": 210 }, "recalled": 112, "queries": [ "short stories completed", "poems written", "writing challenge entries", "finished writing", "completed pieces", "writing progress" ], "blockRows": 26, "blockChars": 19963, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:22:57.006Z" } } }, { "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": "You attended three graduation ceremonies in the past three months:\n\n1. Your colleague Alex's graduation from a leadership development program a few weeks ago (conversation dated 2023-07-21).\n2. Your best friend Rachel's master's degree graduation ceremony a couple of weeks before July 21, 2023 (conversation dated 2023-07-21).\n3. Your little cousin Emma's preschool graduation ceremony about two months ago (conversation dated 2023-07-21).\n\nTotal: 3 graduation ceremonies.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0274, "ms": 10880, "ingest": { "rows": 766, "ms": 125, "cached": 766 }, "recalled": 100, "queries": [ "graduation ceremony", "grad ceremony", "commencement", "attended graduation", "went to graduation", "graduation party" ], "blockRows": 31, "blockChars": 20510, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:22:59.047Z" } } }, { "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": "The excerpts do not mention you baking egg tarts in the past two weeks.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 1, "ms": 32357, "ingest": { "rows": 760, "ms": 19742, "cached": 244 }, "recalled": 112, "queries": [ "baked egg tarts", "making egg tarts", "egg tart recipe", "oven egg tarts", "baked tarts", "egg tart batch" ], "blockRows": 25, "blockChars": 20270, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:23:01.074Z" } } }, { "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 excerpts do not mention any museums or galleries that you visited in December.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 1, "ms": 20091, "ingest": { "rows": 731, "ms": 12355, "cached": 154 }, "recalled": 85, "queries": [ "museum December", "gallery December", "visited museum", "visited gallery", "art gallery December", "museum trip December" ], "blockRows": 30, "blockChars": 20175, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:23:03.142Z" } } }, { "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 excerpts do not mention a 30-gallon tank or its contents. The available information only discusses a 20-gallon tank and a 10-gallon tank.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 1, "ms": 32517, "ingest": { "rows": 715, "ms": 23190, "cached": 130 }, "recalled": 72, "queries": [ "30-gallon tank", "bought fish", "added fish", "fish count", "fish species", "aquarium setup" ], "blockRows": 26, "blockChars": 19921, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:23:05.189Z" } } }, { "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": "The excerpts do not contain any information about purchasing or receiving an iPad case.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 1, "ms": 44051, "ingest": { "rows": 762, "ms": 12766, "cached": 160 }, "recalled": 107, "queries": [ "iPad case order date", "iPad case delivery date", "iPad case arrived", "bought iPad case", "iPad case shipping", "iPad case received" ], "blockRows": 25, "blockChars": 20543, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:23:07.435Z" } } }, { "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": "The excerpts do not mention any trip to Seattle, so I cannot provide information about that trip. As for Hawaii, the excerpts do not specify the duration of your trip there either. \n\nThe excerpts do not contain enough information to determine the number of days you spent traveling in Hawaii and Seattle in total.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 1, "ms": 26022, "ingest": { "rows": 787, "ms": 13099, "cached": 181 }, "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": 28, "blockChars": 20018, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:23:09.470Z" } } }, { "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": "The excerpts provide the following information about your formal education:\n\n1. Attended Arcadia High School from 2010 to 2014 (4 years).\n2. Earned an Associate's degree in Computer Science from Pasadena City College (PCC) in May 2016.\n3. Graduated with a Bachelor's in Computer Science from UCLA in 2020, after taking 4 years to complete the program.\n4. You expressed interest in pursuing a Master's degree, but it is not stated that you have completed it.\n\nFrom this, we can calculate the years spent in formal education from high school to the completion of your Bachelor's degree:\n\n- High School: 4 years (2010-2014)\n- Associate's Degree: Approx. 2 years (2014-2016)\n- Bachelor's Degree: 4 years (2016-2020)\n\nTotal years of formal education from high school to Bachelor's degree = 4 + 2 + 4 = 10 years\n\nThe education timeline does not include a completed Master's degree.\n\nYou spent 10 years in formal education from high school to the completion of your Bachelor's degree.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 1, "ms": 11950, "ingest": { "rows": 756, "ms": 156, "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": 31, "blockChars": 20809, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:23:11.522Z" } } }, { "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": "Certainly! Based on our past conversations, here are some resources for learning more about video editing, particularly with Adobe Premiere Pro:\n\n1. **Adobe Premiere Pro's Official Documentation and Tutorials**: Comprehensive guides and tutorials offered by Adobe to help you understand the software's features and functionalities.\n\n2. **YouTube Channels**:\n - **Premiere Bro**: Offers insights and tips specifically on Premiere Pro.\n - **Video Copilot**: A great channel for learning about visual effects.\n - **Adobe Creative Cloud**: Provides tutorials and creative tips for using Adobe products.\n\n3. **Online Courses on Platforms**:\n - **Udemy**: Offers a variety of courses on video editing with Premiere Pro.\n - **LinkedIn Learning**: Provides professional courses on video editing techniques.\n - **Skillshare**: Offers creative video editing courses with practical projects.\n\n4. **Premiere Pro Communities and Forums**:\n - Reddit's **r/premierepro**: A community where you can discuss and solve Premiere Pro-related queries.\n - **Adobe's Premiere Pro Forum**: A platform to ask questions and share knowledge with other Premiere Pro users.\n\nThese resources should provide a solid foundation to enhance your video editing skills.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1493, "ms": 24664, "ingest": { "rows": 752, "ms": 11361, "cached": 238 }, "recalled": 110, "queries": [ "video editing resources", "learn video editing", "video editing courses", "video editing tutorials", "best software for video editing", "video editing tips" ], "blockRows": 29, "blockChars": 20326, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:23:13.432Z" } } }, { "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 previous interactions, you own a Sony A7R IV camera and are interested in accessories like flashes and tripods. Here are some accessory suggestions that would complement your photography setup:\n\n1. **Camera Flash**: Since you've decided on the Godox V1 flash, consider getting compatible accessories such as the Godox diffuser or a TTL wireless trigger to enhance your flash photography.\n\n2. **Tripod**: You've shown interest in the Gitzo GT3543LS tripod. Ensure you have a reliable tripod head; Gitzo's own GH3382QD ballhead would be a good match.\n\n3. **Camera Bag**: Since you were considering upgrading your camera bag, brands like Think Tank Photo or Peak Design offer durable and comfortable options suitable for Sony cameras.\n\n4. **Lens Filters**: Consider investing in ND (Neutral Density) filters, CPL (Circular Polarizers), or UV filters to expand your creative possibilities.\n\n5. **Memory Cards**: High-speed SD cards with reliable performance, such as the SanDisk Extreme Pro, would be worthwhile to handle the high resolution of the Sony A7R IV.\n\n6. **External Battery Pack**: For charging your camera and other devices on the go, brands like Anker offer reliable power banks.\n\nThese accessories are chosen based on your interest in photography and specific needs for high-quality and versatile gear.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1478, "ms": 24758, "ingest": { "rows": 718, "ms": 14411, "cached": 59 }, "recalled": 136, "queries": [ "photography gear", "camera model", "lens", "tripod", "lighting equipment", "photography setup" ], "blockRows": 31, "blockChars": 20168, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:23:15.414Z" } } }, { "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": "The excerpts do not contain specific recent publications or conferences. Your interests seem to include topics like explainable AI in medical image analysis, multi-modal image fusion, transfer learning, domain adaptation, and reinforcement learning, particularly in relation to sustainability and autonomous systems. You might find conferences like NeurIPS, CVPR, ICML, and ICLR interesting, as you mentioned wanting to publish papers in these venues. You also follow research by Dr. Stefano V Aldrich at the University of Edinburgh, which could be relevant to your interests. However, specific publications from these conferences are not listed in the excerpts.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 0.2647, "ms": 25194, "ingest": { "rows": 725, "ms": 12066, "cached": 164 }, "recalled": 161, "queries": [ "recent publications", "conferences I mentioned", "papers I liked", "research interests", "upcoming conferences", "reading list" ], "blockRows": 28, "blockChars": 20555, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:23:17.501Z" } } }, { "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": "The excerpts do not mention any previous conversations about Miami, so I don't have specific information or preferences to base a recommendation on. However, I'd be happy to help with general suggestions if you let me know your preferences or priorities for your stay in Miami.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 0.1778, "ms": 26039, "ingest": { "rows": 739, "ms": 14308, "cached": 82 }, "recalled": 95, "queries": [ "Miami hotel", "Miami trip", "Miami accommodation", "hotels in Miami", "where to stay in Miami", "Miami travel plans" ], "blockRows": 30, "blockChars": 19970, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:23:19.635Z" } } }, { "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": "The excerpts do not contain any specific information about your location, so I am unable to provide recommendations for cultural events happening around you this weekend. However, I suggest using online event platforms like Eventbrite, Meetup, or local news websites to search for events in your area. You can also follow local cultural organizations and community centers on social media for updates on upcoming events.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 0.2703, "ms": 29888, "ingest": { "rows": 766, "ms": 12449, "cached": 184 }, "recalled": 127, "queries": [ "cultural events this weekend", "museum exhibitions", "concerts", "theater plays", "art galleries", "festivals" ], "blockRows": 33, "blockChars": 20375, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:23:21.677Z" } } }, { "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": "The excerpts do not contain any specific information about your preferences for movies or shows. However, I previously recommended some stand-up comedy specials on Netflix with strong storytelling abilities which might interest you. Some of these include Hasan Minhaj's \"Homecoming King\" or Ali Wong's \"Hard Knock Wife.\" If stand-up comedy appeals to you, those could be enjoyable. \n\nFor tonight, consider watching one of the mentioned stand-up specials.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 0.2424, "ms": 12172, "ingest": { "rows": 770, "ms": 109, "cached": 770 }, "recalled": 146, "queries": [ "movies I liked", "shows I enjoyed", "recommendations I asked for", "what I watched recently", "favorite genres", "watchlist" ], "blockRows": 47, "blockChars": 20778, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:23:23.610Z" } } }, { "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": "Here are some activities you can do in the evening, keeping in mind your preference for winding down by 9:30 pm to prepare for a good night's sleep:\n\n1. **Relaxation Techniques**: Engage in relaxation techniques, such as meditation, deep breathing exercises, or gentle yoga. You can use apps like Headspace or Calm for guided meditation sessions.\n\n2. **Reading**: Choose a book that's not too stimulating or engaging to help calm your mind and prepare for bedtime.\n\n3. **Listening to Music**: Enjoy calming music or nature sounds to help you unwind and create a soothing atmosphere.\n\n4. **Journaling**: Spend some time reflecting on your day and jotting down your thoughts in a journal. This can help clear your mind before bed.\n\n5. **Gentle Stretching**: Practice gentle stretching exercises to relax your muscles and prepare your body for sleep.\n\n6. **Taking a Warm Bath or Shower**: Enjoy a warm bath or shower to help relax your body and signal to your mind that it's time to wind down.\n\n7. **Creative Activities**: Engage in calming creative activities, such as drawing, coloring, or knitting, to help you relax and express yourself.\n\nRemember to disconnect from electronic devices at least 30 minutes before bedtime, as the blue light can interfere with melatonin production and make it harder to fall asleep.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.119, "ms": 24159, "ingest": { "rows": 762, "ms": 12453, "cached": 179 }, "recalled": 129, "queries": [ "evening activities", "things to do at night", "nighttime hobbies", "evening plans", "what I did last night", "favorite evening routines" ], "blockRows": 28, "blockChars": 20225, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:23:25.782Z" } } }, { "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": "To keep your kitchen clean and organized, you can implement some of the tips and strategies we discussed before:\n\n1. **Purge and Categorize:** Get rid of duplicate or unnecessary utensils and group similar items together. This will help reduce clutter and make it easier to find what you need.\n\n2. **Assign a Home:** Designate specific spots for each group of utensils and other kitchen items. This will help you develop a habit of putting things back in their place.\n\n3. **Use Dividers and Containers:** Add dividers or small compartments in drawers and utensil holders to separate groups of items and keep them organized.\n\n4. **Regular Cleaning and Maintenance:** Regularly clean surfaces, appliances, and your utensil holder to prevent bacteria growth and keep your kitchen tidy.\n\n5. **Deodorize:** Use natural deodorizers like lemon or orange peels in your garbage disposal to keep your kitchen smelling fresh.\n\n6. **Labeling:** Label sections or compartments in your utensil holder or pantry to help quickly identify where items belong.\n\n7. **Clean As You Go:** Make cleaning a part of your cooking routine by cleaning up spills immediately and washing dishes or loading the dishwasher while you cook.\n\nBy implementing these strategies, you'll be able to maintain a cleaner and more organized kitchen.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1399, "ms": 25814, "ingest": { "rows": 765, "ms": 13384, "cached": 201 }, "recalled": 132, "queries": [ "kitchen cleaning tips", "how to keep kitchen clean", "kitchen organization", "cleaning schedule", "cleaning hacks", "kitchen mess" ], "blockRows": 27, "blockChars": 20137, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:23:27.911Z" } } }, { "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": "The excerpts don't contain specific advice on improving slow cooker results, but from your past queries, you've shown interest in different slow cooker recipes such as beef stew, vegetarian and vegan options, and making yogurt. Here are some general tips that might improve your results:\n\n1. **Quality Ingredients:** Start with fresh, quality ingredients for better flavors.\n2. **Layering:** Place harder vegetables like potatoes and carrots on the bottom as they take longer to cook, and layer meats and softer vegetables on top.\n3. **Cooking Times:** Choose the right cooking time and setting (low is generally preferred for better tenderness and flavor infusion, but high can be used for quicker results).\n4. **Don't Open the Lid Often:** Every time you lift the lid, heat escapes, which can increase cooking time and affect the consistency.\n5. **Liquid:** Be cautious with the amount of liquid; slow cookers don't allow much evaporation.\n6. **Seasoning:** Taste and adjust seasoning towards the end of cooking as flavors can change throughout the process.\n\nI hope these tips help you achieve better results with your slow cooker recipes! Let me know if you have specific questions about particular slow cooker dishes you're trying to perfect.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.2158, "ms": 23798, "ingest": { "rows": 746, "ms": 12307, "cached": 178 }, "recalled": 91, "queries": [ "slow cooker recipes", "crock pot", "slow cooker tips", "slow cooker mistakes", "slow cooker results", "slow cooker advice" ], "blockRows": 31, "blockChars": 20153, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:23:29.907Z" } } }, { "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": "On 2023-05-25, we discussed several suggestions to stay connected with your colleagues while working from home. Here they are:\n\n1. **Virtual Coffee Breaks**: Schedule regular informal video calls for casual chats, similar to water cooler conversations.\n2. **Online Team Activities**: Organize virtual games or team-building exercises.\n3. **Collaborative Projects**: Work on cross-departmental projects to increase interactions.\n4. **Social Channels**: Create or join informal chat groups for non-work-related conversations.\n5. **Recognition and Celebrations**: Celebrate milestones and work anniversaries with virtual parties.\n6. **Interest-Based Groups**: Start or join groups based on shared interests like book clubs or fitness challenges.\n\nThese activities can help you maintain and strengthen connections with your colleagues.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.2595, "ms": 23213, "ingest": { "rows": 724, "ms": 12635, "cached": 134 }, "recalled": 149, "queries": [ "colleagues", "coworkers", "team bonding", "work friends", "staying in touch", "professional networking" ], "blockRows": 30, "blockChars": 20266, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:23:31.875Z" } } }, { "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 interest in gardening and cooking, you've already used basil, mint, and cherry tomatoes in your cooking, and you're interested in introducing flavors and beneficial gardening practices to enhance your harvest. Here are some suggestions for a meal using these homegrown ingredients:\n\n1. **Main Course: Caprese Stuffed Chicken**: Stuff chicken breasts with your homegrown basil and cherry tomatoes, along with mozzarella cheese. Bake until the chicken is cooked through. Serve with a drizzle of balsamic glaze.\n\n2. **Side Dish: Fresh Herb Pasta Salad**: Use your homegrown basil and mint to make a refreshing pasta salad. Combine cooked pasta with chopped basil, mint, cherry tomatoes, feta cheese, and a light lemon vinaigrette.\n\n3. **Salad: Garden Salad with Cherry Tomatoes and Basil Dressing**: Toss mixed greens with halved cherry tomatoes and a basil-infused dressing. You can make the dressing by blending basil with olive oil, lemon juice, garlic, and a touch of salt and pepper.\n\n4. **Dessert: Mint Chocolate Chip Ice Cream**: Make a homemade ice cream using your fresh mint to infuse milk or cream before preparing a mint chocolate chip dessert.\n\nThis menu highlights your homegrown basil, mint, and cherry tomatoes, and incorporates them into a delicious and cohesive meal for the weekend!", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.125, "ms": 26372, "ingest": { "rows": 753, "ms": 11508, "cached": 219 }, "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": 26, "blockChars": 20141, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:23:33.911Z" } } }, { "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": "You mentioned previously feeling disconnected and exploring solo activities like painting. Based on that, here are some personalized suggestions to find new inspiration for your paintings:\n\n1. **Join a Group or Club:** You enjoy painting, so consider joining a local art class or group. It could expose you to new techniques and perspectives. (Referencing conversation from 2023-05-20)\n\n2. **Explore Social Media:** You’ve mentioned using social media for inspiration before, so continue to engage with art communities online to discover new artists and styles. (Referencing conversation from 2023-05-29)\n\n3. **Engage with Nature:** Since you have an herb garden, spending more time in nature could provide fresh subject matter and spark ideas for nature-inspired artwork. (Referencing conversation from 2023-05-21)\n\n4. **Start a New Challenge:** Previously, a 30-day painting challenge helped maintain motivation, so starting a similar challenge could push you to try new things and find inspiration. (Referencing conversation from 2023-05-29)\n\n5. **Experiment with Different Mediums**: Consider incorporating new materials or techniques, such as palette knives for texture or mixed media, to reenergize your creative process. (Referencing conversation from 2023-05-23)\n\nBy trying a combination of these methods, you might discover new sources of inspiration for your paintings.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.188, "ms": 24724, "ingest": { "rows": 722, "ms": 13620, "cached": 99 }, "recalled": 140, "queries": [ "painting inspiration", "art block", "creative ideas for painting", "art projects", "painting techniques", "artistic inspiration" ], "blockRows": 32, "blockChars": 20450, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:23:35.959Z" } } }, { "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": "You’ve shown interest in experimenting with summer cocktails that incorporate Hendrick's gin. Here are a few cocktails that you can consider for your get-together:\n\n1. **Pimm's Cup with a Twist**: This is a British summer drink you were interested in earlier. It includes Hendrick's gin, lemon juice, simple syrup, Pimm's No. 1, and ginger beer, garnished with cucumber, mint, and fruit.\n\n2. **Cucumber Gimlet**: Combine Hendrick's gin, fresh lime juice, simple syrup, and cucumber juice for a refreshing and light cocktail.\n\n3. **Rose Petal Spritz**: Mix Hendrick's gin with Prosecco, rose syrup (or rose liqueur), and lemon-lime soda for a bubbly drink, garnished with a rose petal or edible flower.\n\nThese cocktails align with your previous experiments and should be a hit at your get-together. Enjoy mixing!", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1765, "ms": 23640, "ingest": { "rows": 775, "ms": 12269, "cached": 204 }, "recalled": 155, "queries": [ "cocktail recipes", "drinks I liked", "cocktails I made", "favorite cocktails", "beverage suggestions", "mixing drinks" ], "blockRows": 40, "blockChars": 20718, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:23:37.905Z" } } }, { "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": "The excerpts do not specifically mention phone battery life issues or tips. Therefore, they do not provide information on this topic.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.2078, "ms": 36275, "ingest": { "rows": 726, "ms": 21401, "cached": 110 }, "recalled": 137, "queries": [ "phone battery life", "battery draining", "phone battery tips", "battery settings", "battery health", "phone power saving" ], "blockRows": 25, "blockChars": 20342, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:23:39.884Z" } } }, { "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": "The excerpts do not mention anything specific about your chocolate chip cookies, so I'll provide some general advice using what you've shared about flavors you enjoy:\n\n1. **Turbinado Sugar**: Since you like the flavor of turbinado sugar, try replacing some of the white sugar in your cookies with turbinado sugar for a subtle caramel flavor.\n2. **Spices**: Incorporate warm spices like cinnamon or a touch of cardamom or nutmeg to add depth.\n3. **Nuts**: Add some chopped nuts like walnuts, almonds, or pecans for a crunchy texture.\n4. **Dark Chocolate**: Given your previous interest in dark chocolate for camping snacks, consider using high-cocoa-content dark chocolate chips or chunks for a richer flavor.\n5. **Salt**: Add a sprinkle of flaky sea salt on top of the cookies before baking to enhance the sweetness and add a savory touch.\n6. **Espresso**: Incorporate a small amount of espresso powder to intensify the chocolate flavor, as you expressed an interest in pairing espresso with turbinado sugar.\n\nThese elements, based on your preferences, can elevate your chocolate chip cookies with complementary flavors and textures.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 0.1221, "ms": 27168, "ingest": { "rows": 790, "ms": 15778, "cached": 59 }, "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": 27, "blockChars": 20231, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:23:41.961Z" } } }, { "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": "Here are some freshly-baked options to consider for your small gathering with colleagues:\n\n1. **Lemon Lavender Pound Cake**: This cake offers a unique and subtle floral note paired with the zesty flavor of lemon. It has been popular in your past baking endeavors (2023-05-29).\n\n2. **Chewy Chocolate Chip Cookies**: A classic choice that everyone usually enjoys. Remember to chill the dough for a better texture, and avoid overbaking for that perfect chewiness (2023-05-29).\n\n3. **Mocha-Flavored Chocolate Cake with Caramel Ganache Frosting**: For a decadent touch, this rich cake combines chocolate and coffee flavors with a smooth caramel topping (2023-05-29).\n\nThese options should cater to different tastes and preferences. Have fun baking and enjoy your gathering!", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1011, "ms": 25158, "ingest": { "rows": 714, "ms": 11967, "cached": 161 }, "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": 27, "blockChars": 20279, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:23:44.220Z" } } }, { "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": "The excerpts do not contain specific tips for rearranging furniture, but I can provide some general suggestions that could be helpful:\n\n1. **Measure Your Space**: Before moving furniture, measure your bedroom dimensions and consider the size of each piece to ensure everything fits comfortably.\n\n2. **Create a Focal Point**: Arrange the furniture around a focal point, such as a bed or a window with a view.\n\n3. **Ensure Easy Flow**: Leave enough space between furniture pieces for easy movement, and try to create logical pathways for walking.\n\n4. **Consider Functionality**: Place pieces where they'll be most functional, e.g., a nightstand next to the bed or a reading chair near good lighting.\n\n5. **Maximize Natural Light**: Avoid placing large furniture pieces in front of windows to allow natural light to fill the room.\n\n6. **Optimize Layout for Relaxation**: Since you're interested in relaxing environments, like your progression with sleep techniques, position the furniture to create a calming atmosphere.\n\nFeel free to ask for more help or specific suggestions related to your bedroom’s layout!", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 0.1659, "ms": 29745, "ingest": { "rows": 750, "ms": 15490, "cached": 149 }, "recalled": 113, "queries": [ "bedroom furniture layout", "bedroom dimensions", "where is my bed", "bedroom furniture list", "rearranging bedroom", "bedroom floor plan" ], "blockRows": 27, "blockChars": 20129, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:23:46.316Z" } } }, { "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": "The excerpts do not mention any specific details about your plans for visiting a music store, but since you mentioned considering upgrading from a Fender Stratocaster to a Gibson Les Paul previously (on 2023-05-25), here are some tailored tips based on that:\n\n1. **Body Shape and Construction**: Compare the different body shapes and weight between the guitars. If looking at a Les Paul, note its single-cutaway body and heavier weight compared to other options.\n\n2. **Neck and Fingerboard**: Pay attention to the neck profile and feel. Les Pauls typically have a thicker neck than Stratocasters, so make sure it suits your playing style.\n\n3. **Electronics**: Check for different pickup configurations. If you're still interested in a Les Paul, consider models with coil-tap or coil-splitting features for added tonal flexibility.\n\n4. **Tone**: Play different guitars to assess their tonal qualities in person. Consider what types of music you’ll primarily be playing and choose a guitar that fits that style.\n\n5. **Playability**: Ensure the guitar is comfortable to play. This includes the action, neck shape, and overall feel.\n\n6. **Budget**: Consider your budget, as Les Pauls can vary in price with American-made models typically starting around $1,000-$1,500.\n\n7. **Experiment with Tunings**: If you're interested in exploring alternate tunings like open D, try those tunings on guitars in-store to see how they resonate.\n\nTry out both electric and potentially some acoustic models if you're considering fingerpicking patterns or styles beyond electric guitar playing. Enjoy your visit!", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 0.198, "ms": 24134, "ingest": { "rows": 756, "ms": 13652, "cached": 125 }, "recalled": 124, "queries": [ "guitar", "music store", "buying a guitar", "guitar recommendations", "electric guitar", "acoustic guitar" ], "blockRows": 33, "blockChars": 20247, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:23:48.371Z" } } }, { "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": "You've previously been making your own flavored creamer with almond milk, vanilla extract, and honey, which is a great start for reducing sugar intake and saving money. To make it even healthier, you might consider the following adjustments and experiments:\n\n1. **Choose a healthier sweetener**: Try using stevia, monk fruit sweetener, or yacon syrup instead of honey for a lower-calorie option.\n2. **Opt for a higher-quality almond milk**: Look for unsweetened, unflavored, and organic almond milk, or try making your own at home.\n3. **Reduce sweetener amount**: Gradually reduce the sweetener quantity to find just the right amount for your taste.\n4. **Spices and flavor combinations**: Enhance flavors with spices like cinnamon, nutmeg, or cardamom, and consider adding extracts like almond, coconut, or hazelnut.\n\nBased on your interest in healthy substitutions and variety, these suggestions should offer a delightful twist to your homemade coffee creamer. Enjoy experimenting with these ideas!", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.2335, "ms": 11148, "ingest": { "rows": 755, "ms": 106, "cached": 755 }, "recalled": 136, "queries": [ "coffee creamer recipe", "homemade creamer", "creamer ingredients", "coffee additive", "best creamer", "tried a new creamer" ], "blockRows": 33, "blockChars": 20305, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:23:50.475Z" } } }, { "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 our previous conversations, it seems that your living room could potentially contribute to your sneezing. You mentioned having a cat that sheds a lot, which can lead to an accumulation of dust and allergens. Additionally, keeping a living room dust-free with regular vacuuming, using a damp cloth for dusting, and changing air filters can help reduce allergens. If these measures haven't been thoroughly implemented, it might be a good idea to try them and see if they help alleviate your sneezing. It might be the dander or dust that's causing your symptoms.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.2297, "ms": 32710, "ingest": { "rows": 733, "ms": 17726, "cached": 126 }, "recalled": 131, "queries": [ "living room", "sneezing", "allergies", "dust", "mold", "cleaning living room" ], "blockRows": 36, "blockChars": 20342, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:23:52.609Z" } } }, { "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": "The excerpts do not mention a high school reunion or give specific details about your feelings about one. However, they do reflect your positive memories from high school, such as being part of the debate team and taking advanced placement courses in economics. If attending the reunion would allow you to reconnect and reminisce about those experiences with old friends, it might be a fulfilling experience.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 0.4444, "ms": 19726, "ingest": { "rows": 698, "ms": 9959, "cached": 238 }, "recalled": 141, "queries": [ "high school reunion", "high school friends", "classmates", "high school memories", "reunion invitation", "school alumni" ], "blockRows": 29, "blockChars": 20705, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:23:54.654Z" } } }, { "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": "The excerpts reveal that you are considering a NAS device to address your home network's storage capacity issues and use it as a central backup location for all your devices. Here are some considerations to help you decide whether to buy now or wait:\n\n1. **Immediate Need**: If you are currently facing storage limitations and desire a more convenient solution for centralized backups, it might be beneficial to buy a NAS device now.\n\n2. **Budget**: NAS devices vary in price, and considering your budget can be a deciding factor. If your budget allows, you may want to invest now, especially if storage demands are immediate.\n\n3. **Security Features**: Since you are concerned about the security of your data, choosing a NAS now with strong encryption and access controls can provide peace of mind.\n\n4. **Future Benefits**: A NAS device can serve as a scalable solution, allowing you to expand storage, making it a future-proof investment.\n\n5. **Ongoing Promotions**: Check if there are current promotions or discounts available; it may be economical to buy now rather than wait.\n\nIf storage challenges and backup needs are urgent for you, purchasing a NAS device now seems ideal. However, if your current setup suffices and you're budgeting for other priorities, waiting might be more strategic.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1964, "ms": 23398, "ingest": { "rows": 728, "ms": 13456, "cached": 105 }, "recalled": 106, "queries": [ "NAS", "network attached storage", "home server", "hard drive", "backup storage", "data storage" ], "blockRows": 27, "blockChars": 19958, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:23:56.717Z" } } }, { "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 recent visits to theme parks like Disneyland, Knott's Berry Farm, Six Flags Magic Mountain, and Universal Studios Hollywood, and your interest in Halloween-themed events, you might enjoy planning your theme park weekend around the exciting Halloween festivities. Here are some suggestions:\n\n1. **Disneyland Resort**: Consider visiting during Halloween Time, which features festively decorated parks, themed food, and special entertainment. Highlights include the Oogie Boogie Bash and Halloween-themed parades.\n\n2. **Universal Studios Hollywood**: Try the Halloween Horror Nights, which runs from mid-September to early November, offering elaborate haunted houses, scare zones, and thrilling rides. Consider adding the VIP Experience with Gourmet Buffet and Behind-the-Scenes Tour for an exclusive look at the event's inner workings.\n\n3. **Knott's Berry Farm**: Plan for Knott's Scary Farm, which includes haunted mazes, scare zones, and live entertainment running through the fall. The Boo-fet dining experience offers a creatively themed meal with access perks.\n\n4. **Six Flags Magic Mountain**: Participate in Fright Fest, which features haunted mazes, scare zones, and nighttime rides, plus themed food items like Zombie Brain Cupcakes and Mummy Dogs.\n\nBooking tickets and any special experiences in advance is recommended as these events are popular and can sell out quickly.\n\nEnjoy your theme park weekend!", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.2712, "ms": 21117, "ingest": { "rows": 701, "ms": 10454, "cached": 222 }, "recalled": 138, "queries": [ "theme park", "Disney", "Universal", "roller coaster", "amusement park", "vacation" ], "blockRows": 28, "blockChars": 20148, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:23:58.926Z" } } }, { "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": "Here are some suggestions based on our past conversations:\n\n1. **Mexican-Inspired Dishes**: You could try making **Vegan Black Bean and Sweet Potato Enchiladas** which feature roasted sweet potatoes, black beans, and spices. They're perfect for meal prep and pack a lot of flavors.\n\n2. **Protein with Quinoa and Roasted Vegetables**: Try **Pan-Seared Salmon** seasoned with lemon juice, salt, and pepper. Serve it with quinoa and roasted vegetables for a healthy, omega-rich meal.\n\n3. **Sweet Potato Fries**: For a side, you could make a batch of roasted sweet potato fries and pair them with a delicious dipping sauce like **Smoky Chipotle Aioli** or **Garlic-Lime Crema**.\n\n4. **Herb-Seasoned Roasted Sweet Potatoes**: Season sweet potatoes with olive oil, rosemary, thyme, or sage for a nutritious side that pairs well with different proteins.\n\nFeel free to mix and match these ideas to create a menu that suits your taste!", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1667, "ms": 21535, "ingest": { "rows": 714, "ms": 11287, "cached": 190 }, "recalled": 136, "queries": [ "recipes I liked", "meals I cooked", "dinner ideas", "food I enjoyed", "new recipes", "meal prep ideas" ], "blockRows": 30, "blockChars": 20360, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:24:01.038Z" } } }, { "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 interests and trips to Denver, here are some suggestions on what to do during your visit:\n\n1. **Enjoy the Live Music Scene**: Since you've attended concerts at the Red Rocks Amphitheater and enjoyed Denver's music scene, you might want to explore other music venues such as The Ogden Theatre, The Bluebird Theater, The Fillmore Auditorium, Larimer Lounge, and The Marquis Theater. Additionally, you might want to attend music festivals like Grandoozy, Denver Folk Festival, Denver Jazz Festival, Westword Music Showcase, or Riot Fest Denver.\n\n2. **Savor Local Cuisine**: Considering your interest in BBQ places, you might want to try some recommended spots near Red Rocks, such as GQue BBQ in Golden, Dinosaur Bar-B-Que in Lakewood, Moe's Original BBQ in Wheat Ridge, Big B's Delicious BBQ in Arvada, or Wayne's Smoke Shack in Morrison. If you're looking for dining within walking distance of Red Rocks, the Ship Rock Grille offers outdoor seating with a view.\n\n3. **Explore the Outdoors**: Denver is well-known for its beautiful natural surroundings. Apart from the Red Rocks Park and Amphitheatre, you can also explore hiking trails, parks, and other outdoor activities around the city.\n\n4. **Cultural and Historical Attractions**: If you're interested in exploring Denver's cultural and historical offerings, visit the Denver Art Museum, the Colorado State Capitol, and the Denver Museum of Nature & Science.\n\nWith these suggestions, you'll have plenty of options to enjoy and explore during your trip to Denver!", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1589, "ms": 9047, "ingest": { "rows": 757, "ms": 124, "cached": 757 }, "recalled": 133, "queries": [ "Denver", "Colorado", "Denver recommendations", "Denver activities", "Denver trip", "visited Denver" ], "blockRows": 33, "blockChars": 20363, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:24:03.104Z" } } }, { "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, here are some recommendations that you might enjoy:\n\n1. **Dynasties** (Netflix): This series delves into the social structures and family dynamics of five iconic animal groups, offering an intimate and emotional connection with the featured animals.\n2. **Chasing Coral** (Netflix): A visually stunning documentary that follows divers and scientists as they document the decline of coral reefs, highlighting the urgent need for action on climate change.\n\nBoth of these documentaries offer unique perspectives and engaging storytelling, perfect for your free night.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.2069, "ms": 24246, "ingest": { "rows": 753, "ms": 12511, "cached": 173 }, "recalled": 138, "queries": [ "documentary recommendations", "suggested documentaries", "movies I wanted to watch", "documentaries I liked", "films to see", "watch list" ], "blockRows": 41, "blockChars": 20449, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:24:05.151Z" } } }, { "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": "The excerpts do not mention specific reasons for improved performance during Sunday group rides, but there could be a few factors contributing to this:\n\n1. **Recent Upgrades:** On February 1st, you replaced your bike's chain and cassette, which you mentioned led to an improvement in the bike's performance. This may enhance your riding experience every time you take the bike out, including during group rides.\n2. **Motivation and Atmosphere:** Riding in a group can often boost motivation and create a more dynamic environment, which might make the ride feel smoother and faster.\n3. **Consistency:** Regularly participating in group rides could be helping you build stamina and become more accustomed to your bike's capabilities, leading to better overall performance.\n\nThese elements could collectively be contributing to the enhanced performance you notice during your rides.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 0.2021, "ms": 26185, "ingest": { "rows": 723, "ms": 11101, "cached": 219 }, "recalled": 115, "queries": [ "Sunday group ride", "bike performance", "bike maintenance", "new bike parts", "bike tune up", "bike upgrades" ], "blockRows": 29, "blockChars": 20011, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:24:07.518Z" } } }, { "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": "Certainly! Here are some useful phone accessories that you might consider, based on previous conversations we’ve had:\n\n1. **Phone Wallet Case**: Highly convenient for carrying cards and cash along with your phone. Some recommended brands are Nomad, Fossil, Bellroy, Incipio, Speck, and Case-Mate.\n\n2. **Screen Protector**: Essential for protecting your phone's screen against scratches and damage. Brands like OtterBox, Mophie, and UAG offer durable options.\n\n3. **Portable Power Bank**: Useful for charging your phone on-the-go. Brands like Romoss, Xiaomi, EC Technology, RavPower, and Auromars offer quality power banks with features like fast charging and compact designs.\n\nThese accessories can help protect your phone, enhance its usability, and ensure it stays charged while you’re on the move.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1977, "ms": 38283, "ingest": { "rows": 759, "ms": 20706, "cached": 225 }, "recalled": 137, "queries": [ "phone model", "what phone do I have", "bought a new phone", "phone accessories", "case for my phone", "screen protector" ], "blockRows": 29, "blockChars": 20364, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:24:09.580Z" } } }, { "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": "Certainly! In a previous conversation from 2023-05-23, I suggested a few productive and entertaining activities for your commute:\n\n**Productive Options:**\n\n1. **Audiobooks and Podcasts:** Listen to educational or engaging content such as \"How I Built This\" that you've enjoyed before.\n2. **Language Learning:** Use language learning apps like Duolingo, Babbel, or Rosetta Stone to improve your language skills.\n3. **News and Updates:** Stay informed by listening to news or industry-specific podcasts.\n4. **Mental Preparation:** Spend time mentally preparing for the day by prioritizing tasks and planning.\n\n**Entertainment Options:**\n\n1. **Music and Playlists:** Create playlists that motivate or relax you.\n2. **Storytelling Podcasts:** Listen to storytelling podcasts like \"Stuff You Should Know.\"\n3. **Comedy and Humor:** Enjoy comedy podcasts or audiobooks for a good laugh.\n4. **Nature and Relaxation:** Play calming or nature sounds for relaxation.\n\n**Safety Reminder:** Keep volume low enough to be aware of your surroundings and avoid using earbuds that block your hearing.\n\nBy incorporating these activities into your commute, you can make it both productive and enjoyable.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1362, "ms": 24574, "ingest": { "rows": 789, "ms": 13992, "cached": 137 }, "recalled": 149, "queries": [ "commute to work", "how I get to work", "morning routine", "drive to work", "train ride", "bus ride" ], "blockRows": 37, "blockChars": 20466, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:24:11.691Z" } } }, { "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": "Navigating Tokyo can seem daunting at first, but with a little preparation, it can be a smooth experience. Here are some helpful tips based on previous conversations:\n\n1. **Suica Card**: Make sure to purchase a Suica card or a similar prepaid IC card. It will make travel more convenient as it can be used on most public transportation in Tokyo, including trains, buses, and even some taxis.\n\n2. **Plan Your Route**: Use transit apps or Google Maps to plan your routes. They are very reliable in Tokyo and will help you find the best routes, including any necessary transfers.\n\n3. **Ask for Help**: Don’t hesitate to ask station staff or locals for assistance if you're unsure about something; they are generally very helpful.\n\n4. **Timing**: Avoid rush hours if possible, as trains can get extremely crowded. Mid-morning and early afternoon are usually less crowded.\n\n5. **Learn Basic Signs**: Familiarize yourself with basic Japanese signs, or have a translation app handy for quick translations.\n\n6. **Stay Organized**: You've mentioned using the TripIt app, which is a great way to keep all your travel plans in one place.\n\n7. **Safety Precautions**: Keep an eye on your belongings, especially in crowded places like the Tsukiji Fish Market or train stations.\n\n8. **Walking**: Tokyo is a pedestrian-friendly city, so if you're staying near major attractions like the Park Hyatt Tokyo, consider walking to nearby destinations like Shinjuku or Harajuku.\n\nRemember, it's okay to feel a bit anxious, but with these strategies, you'll get around Tokyo with little hassle. Safe travels!", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1085, "ms": 24587, "ingest": { "rows": 735, "ms": 13423, "cached": 116 }, "recalled": 82, "queries": [ "Tokyo transportation tips", "getting around Tokyo", "Tokyo subway guide", "Tokyo travel advice", "Tokyo navigation", "Tokyo transit" ], "blockRows": 26, "blockChars": 19893, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:24:13.910Z" } } }, { "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": "From the excerpts, you mentioned doing a 5-mile hike at Red Rock Canyon. There isn't information in the excerpts about another hike on a consecutive weekend. Thus, the total distance mentioned for your hike is 5 miles.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0556, "ms": 8325, "ingest": { "rows": 768, "ms": 121, "cached": 768 }, "recalled": 101, "queries": [ "hike distance", "hiking trip", "miles hiked", "kilometers hiked", "weekend hike", "trail length" ], "blockRows": 28, "blockChars": 20364, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No", "at": "2026-10-03T01:24:16.009Z" } } }, { "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 mentioned you are currently on page 250 of \"The Nightingale,\" which is a long book with 440 pages. Therefore, you have 440 - 250 = 190 pages left to read.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0714, "ms": 29925, "ingest": { "rows": 749, "ms": 14360, "cached": 88 }, "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": 26, "blockChars": 20209, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:24:17.996Z" } } }, { "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 you $12, while your daily train fare is $6. The difference is:\n\n$12 (taxi ride) - $6 (train fare) = $6\n\nThe taxi ride was $6 more expensive than your daily train fare.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0606, "ms": 19961, "ingest": { "rows": 720, "ms": 10818, "cached": 222 }, "recalled": 78, "queries": [ "taxi ride cost", "train fare price", "commute taxi", "commute train", "taxi fare", "train ticket cost" ], "blockRows": 31, "blockChars": 20174, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:24:20.037Z" } } }, { "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": "You mentioned that you started the year with 250 followers on Instagram and noted having around 350 followers after two weeks of regular posting. Therefore, the approximate increase in Instagram followers you experienced in two weeks was 350 - 250 = 100 followers.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.05, "ms": 25348, "ingest": { "rows": 724, "ms": 13689, "cached": 100 }, "recalled": 96, "queries": [ "Instagram followers", "follower count", "Instagram growth", "followers two weeks ago", "Instagram stats", "follower increase" ], "blockRows": 25, "blockChars": 19957, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:24:22.165Z" } } }, { "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": "You mentioned several antique items that were inherited or acquired from your family members:\n\n1. An antique tea set from your cousin Rachel (mentioned on 2023-05-25).\n2. A vintage typewriter that belonged to your dad (mentioned on 2023-05-25).\n3. A vintage diamond necklace from your grandmother (mentioned on 2023-05-30).\n4. An antique music box from your great-aunt (mentioned on 2023-05-30).\n5. A set of depression-era glassware from your mom (mentioned on 2023-05-30).\n\nTotal: 5 antique items.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0238, "ms": 24066, "ingest": { "rows": 730, "ms": 13126, "cached": 121 }, "recalled": 60, "queries": [ "inherited antique", "acquired from family", "family heirloom", "grandfather's antiques", "grandmother's antiques", "parents' antiques" ], "blockRows": 30, "blockChars": 19944, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:24:24.111Z" } } }, { "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": "Here's the breakdown of the costs based on your previous entries:\n\n1. **Stainless steel food bowl**: $15 (purchased recently as mentioned on 2023-05-26).\n2. **Measuring cup**: $5 (purchased recently along with the food bowl).\n3. **Dental chews**: $10/month.\n4. **Flea and tick collar**: $20 (one-time expense as mentioned on 2023-05-22).\n\nAdding these together gives the total cost:\n$15 (food bowl) + $5 (measuring cup) + $10 (dental chews) + $20 (flea and tick collar) = $50.\n\nThe total cost is $50.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.025, "ms": 28522, "ingest": { "rows": 739, "ms": 15427, "cached": 112 }, "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": 27, "blockChars": 20433, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:24:26.272Z" } } }, { "id": "9aaed6a3", "type": "multi-session", "question": "How much cashback did I earn at SaveMart last Thursday?", "answer": "$0.75", "abstain": false, "mem": "on", "response": "You spent $75 on groceries at SaveMart last Thursday, as mentioned in the conversation on 2023-05-23. With your 1% cashback membership at SaveMart, you would earn:\n\n$75 x 0.01 = $0.75 in cashback.\n\nYou earned $0.75 in cashback at SaveMart last Thursday.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0851, "ms": 23170, "ingest": { "rows": 786, "ms": 12368, "cached": 206 }, "recalled": 93, "queries": [ "SaveMart cashback", "SaveMart last Thursday", "cashback earned", "SaveMart receipt", "SaveMart rewards", "money back SaveMart" ], "blockRows": 35, "blockChars": 20081, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:24:28.302Z" } } }, { "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": "You mentioned buying a pair of luxury boots for $800. Later, you found similar boots at a budget store for $50. The difference in price between your luxury boots and the similar budget store pair is $800 - $50 = $750.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0556, "ms": 23017, "ingest": { "rows": 770, "ms": 12439, "cached": 188 }, "recalled": 79, "queries": [ "luxury boots price", "budget store boots price", "how much were my luxury boots", "cost of boots from budget store", "luxury boots brand", "budget store boots brand" ], "blockRows": 30, "blockChars": 20102, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:24:31.541Z" } } }, { "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 and ended up wearing 2 pairs (your sneakers and sandals). To calculate the percentage of packed shoes you wore: \n\n(2 worn pairs / 5 packed pairs) * 100 = 40%\n\nYou wore 40% of the shoes you packed on your last trip.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0417, "ms": 22523, "ingest": { "rows": 728, "ms": 10801, "cached": 231 }, "recalled": 115, "queries": [ "last trip packing list shoes", "shoes I packed", "shoes I wore", "what shoes did I bring", "shoes I didn't wear", "trip footwear" ], "blockRows": 30, "blockChars": 20121, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:24:33.601Z" } } }, { "id": "51c32626", "type": "multi-session", "question": "When did I submit my research paper on sentiment analysis?", "answer": "February 1st", "abstain": false, "mem": "on", "response": "You submitted your research paper on sentiment analysis to the ACL conference. The conversation on 2023-05-22 mentions this submission, but it does not specify the date on which you submitted the paper.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0, "ms": 30369, "ingest": { "rows": 749, "ms": 19431, "cached": 219 }, "recalled": 93, "queries": [ "submitted research paper sentiment analysis", "sentiment analysis paper submission", "sent research paper", "finished sentiment analysis paper", "research paper deadline", "submitted my paper" ], "blockRows": 27, "blockChars": 20254, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No", "at": "2026-10-03T01:24:35.594Z" } } }, { "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 new release from your favorite author was originally priced at $30, and you got it for $24 after a discount. The percentage discount is calculated as follows:\n\n\\[\n\\frac{{\\text{Original Price} - \\text{Discounted Price}}}{{\\text{Original Price}}} \\times 100 = \\frac{{30 - 24}}{30} \\times 100 \\approx 20\\%\n\\]\n\nYou got a 20% discount on the book from your favorite author.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0339, "ms": 20562, "ingest": { "rows": 746, "ms": 12071, "cached": 180 }, "recalled": 118, "queries": [ "favorite author", "book discount", "bought book", "percentage off book", "discount code book", "author book price" ], "blockRows": 25, "blockChars": 20521, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:24:37.819Z" } } }, { "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": "Yes, you received a higher percentage discount on your first HelloFresh order. You received a 40% discount on your first order from HelloFresh, and a $5 discount on your first order from UberEats, which is typically a lower percentage depending on the total order value.\n\nHelloFresh: 40% discount on first order (2023-05-23)\nUberEats: $5 off first order with promo code EATS5 (2023-05-23)\n\nYou received a higher percentage discount (40%) from HelloFresh compared to a flat $5 discount from UberEats.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.026, "ms": 33484, "ingest": { "rows": 730, "ms": 19026, "cached": 119 }, "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": 28, "blockChars": 20012, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:24:39.777Z" } } }, { "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": "You mentioned listening to around 15 episodes of \"How I Built This\" (2023-05-29) and finishing episode 12 of \"My Favorite Murder\" (2023-05-26). So, you have listened to approximately:\n\n- \"How I Built This\": 15 episodes\n- \"My Favorite Murder\": 12 episodes\n\nIn total, you've listened to about 27 episodes combined from these two podcasts.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0345, "ms": 43901, "ingest": { "rows": 764, "ms": 25248, "cached": 143 }, "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": 26, "blockChars": 20301, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:24:41.863Z" } } }, { "id": "6456829e", "type": "multi-session", "question": "How many plants did I initially plant for tomatoes and cucumbers?", "answer": "8", "abstain": false, "mem": "on", "response": "You initially planted 5 tomato plants and 3 cucumber plants.\n\n- Tomatoes: 5 plants on 2023-05-29\n- Cucumbers: 3 plants on 2023-05-28\n\nTotal: 8 plants", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0714, "ms": 19353, "ingest": { "rows": 746, "ms": 62, "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": 25, "blockChars": 20077, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:24:43.824Z" } } }, { "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 typically work up to 50 hours per week during peak campaign seasons.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1429, "ms": 23555, "ingest": { "rows": 758, "ms": 12919, "cached": 168 }, "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": 27, "blockChars": 20112, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:24:45.903Z" } } }, { "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": "You mentioned that you are 32 years old and the average age of employees in your department is 29.5 years old (\"average age of employees in my department is 29.5 years old\" from May 24, 2023). \n\n32 - 29.5 = 2.5\n\nYou are 2.5 years older than the average age of employees in your department.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1017, "ms": 31769, "ingest": { "rows": 774, "ms": 16606, "cached": 93 }, "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": 31, "blockChars": 20812, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:24:48.010Z" } } }, { "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": "Your Facebook ad campaign reached around 2,000 people according to the conversation on 2023-05-29. The Instagram influencer collaboration involved an influencer with 10,000 followers, though the exact number reached wasn't specified. Therefore, the total number of people reached by both efforts is at least 2,000 from the Facebook ad campaign. The influencer's reach could additionally bring it up to 12,000 if all her followers were engaged, but that specific reach number remains unconfirmed.\n\nTotal number reached is at least 2,000.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0476, "ms": 30732, "ingest": { "rows": 739, "ms": 18762, "cached": 137 }, "recalled": 77, "queries": [ "Facebook ad campaign reach", "Facebook ad results", "Instagram influencer collaboration reach", "Instagram influencer results", "total reach Facebook", "total reach Instagram" ], "blockRows": 25, "blockChars": 20061, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:24:50.072Z" } } }, { "id": "681a1674", "type": "multi-session", "question": "How many Marvel movies did I re-watch?", "answer": "2", "abstain": false, "mem": "on", "response": "You mentioned re-watching two Marvel movies:\n\n1. Avengers: Endgame (re-watched on 2023-05-21)\n2. Spider-Man: No Way Home (re-watched on 2023-05-27)\n\nTotal: 2 Marvel movies were re-watched.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0556, "ms": 28094, "ingest": { "rows": 734, "ms": 18392, "cached": 71 }, "recalled": 57, "queries": [ "Marvel movie", "watched Marvel", "re-watched Marvel", "MCU movie", "Avengers movie", "Iron Man movie" ], "blockRows": 31, "blockChars": 19905, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:24:52.762Z" } } }, { "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 getting a designer handbag at TK Maxx for $200. The original price of the handbag was $500. Thus, you saved $300 ($500 - $200 = $300).", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0833, "ms": 26494, "ingest": { "rows": 776, "ms": 13926, "cached": 131 }, "recalled": 117, "queries": [ "TK Maxx handbag", "designer bag price", "TK Maxx savings", "how much I paid for the handbag", "handbag discount", "TK Maxx receipt" ], "blockRows": 32, "blockChars": 20368, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:24:54.817Z" } } }, { "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": "Here's a summary of your goals and assists mentioned:\n\n- Scored 3 goals on 2023-05-26\n- Scored several goals on 2023-05-28\n- Had two assists total by 2023-05-28\n\nSince \"several\" indicates an unspecified number beyond a few, the total goals aren't provided. However, you explicitly mentioned 3 goals first, then \"several,\" which suggests more, but no specific higher number is confirmed. Assuming at least one more goal would make it at least 4 goals, but again, the exact total beyond 3 is unclear. You have a clear total of 2 assists. \n\nYou have a total of at least 3 goals and 2 assists, but the \"several\" goals imply there could be more unspecified goals.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0, "ms": 10594, "ingest": { "rows": 753, "ms": 90, "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": 27, "blockChars": 20189, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No", "at": "2026-10-03T01:24:56.877Z" } } }, { "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 received a parking ticket on January 5th, which cost $50. \n\nSo, in total, you spent $65 on the car wash and parking ticket.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0625, "ms": 20972, "ingest": { "rows": 766, "ms": 11387, "cached": 239 }, "recalled": 95, "queries": [ "car wash cost", "car wash price", "parking ticket amount", "parking ticket fine", "paid for car wash", "paid for parking ticket" ], "blockRows": 28, "blockChars": 20200, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:24:58.803Z" } } }, { "id": "ef66a6e5", "type": "multi-session", "question": "How many sports have I played competitively in the past?", "answer": "two", "abstain": false, "mem": "on", "response": "You have mentioned playing two sports competitively in the past: \n\n1. Swimming competitively in college (mentioned on 2023-05-26)\n2. Tennis competitively in high school (mentioned on 2023-05-26).\n\nTotal: 2 sports.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0588, "ms": 29892, "ingest": { "rows": 695, "ms": 19384, "cached": 104 }, "recalled": 109, "queries": [ "sports I played", "competitive sports", "team I played for", "sports tournament", "sports league", "athletic competition" ], "blockRows": 31, "blockChars": 20263, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:25:00.827Z" } } }, { "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": "The two hobbies that led you to join online communities are photography and cooking. You mentioned engaging with online communities related to these interests to learn new techniques, engage in discussions, share your experiences, and feed your passion for these hobbies.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1395, "ms": 27745, "ingest": { "rows": 715, "ms": 13087, "cached": 119 }, "recalled": 123, "queries": [ "hobbies online communities", "joined a community", "joined a forum", "started a hobby", "online group", "why I joined" ], "blockRows": 26, "blockChars": 20213, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:25:02.889Z" } } }, { "id": "a1cc6108", "type": "multi-session", "question": "How old was I when Alex was born?", "answer": "11", "abstain": false, "mem": "on", "response": "Alex is 21 years old, as mentioned in the conversation on 2023-05-21. You mentioned celebrating your 32nd birthday in the conversation on 2023-05-24. Based on these details, Alex must have been born when you were 32 - 21 = 11 years old. You were 11 years old when Alex was born.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0385, "ms": 33886, "ingest": { "rows": 742, "ms": 23996, "cached": 82 }, "recalled": 111, "queries": [ "Alex born", "Alex birthday", "when was Alex born", "my birthday", "my date of birth", "how old am I" ], "blockRows": 40, "blockChars": 20755, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:25:04.946Z" } } }, { "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": "As of our conversations, you mentioned needing a total of 300 points to redeem a free skincare product at Sephora.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0, "ms": 27235, "ingest": { "rows": 727, "ms": 11954, "cached": 176 }, "recalled": 99, "queries": [ "Sephora points", "Sephora rewards", "Sephora free skincare", "Sephora redemption", "Sephora points for product", "Sephora beauty insider" ], "blockRows": 38, "blockChars": 20319, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:25:06.939Z" } } }, { "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": "In Japan, you spent 7 days (from April 15th to 22nd, 2023). In Chicago, you mentioned having a 4-day trip during your last visit. \n\nSo, the total number of days spent in Japan and Chicago is 7 + 4 = 11 days.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.3333, "ms": 7888, "ingest": { "rows": 700, "ms": 118, "cached": 700 }, "recalled": 89, "queries": [ "Japan trip", "visited Japan", "Japan dates", "Chicago trip", "visited Chicago", "Chicago dates" ], "blockRows": 30, "blockChars": 20333, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:25:08.969Z" } } }, { "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": "For the vintage diamond necklace, based on the user's statement, it is worth $5,000. The minimum amount would depend on the offers you receive, but given that you are selling it on platforms specializing in high-end jewelry, the aim would be close to that value.\n\nRegarding the antique vanity, since you originally bought it for $150 and have put in restoration work, you mentioned selling it for at least $150. This seems to be the minimum amount you would expect for the vanity after considering its purchase price and the effort put into its restoration.\n\nMinimum amounts based on the user's conversations:\n- **Vintage Diamond Necklace**: Aim close to its value of $5,000.\n- **Antique Vanity**: At least $150.\n\nIn total, you could expect a minimum of about $5,150 for both items combined, depending on buyer interest and negotiations.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0299, "ms": 32488, "ingest": { "rows": 750, "ms": 19107, "cached": 120 }, "recalled": 82, "queries": [ "vintage diamond necklace value", "antique vanity value", "diamond necklace price", "vanity price", "lowest estimate diamond necklace", "lowest estimate antique vanity" ], "blockRows": 28, "blockChars": 19996, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:25:11.101Z" } } }, { "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 the conversation on 2023-05-23). You plan to spend $20,000 on renovations to your current house (from the conversation on 2023-05-26).\n\nTo find the percentage:\n\n\\[ \\text{Percentage} = \\left( \\frac{\\text{Cost of Renovations}}{\\text{Price of Property}} \\right) \\times 100 = \\left( \\frac{20,000}{200,000} \\right) \\times 100 = 10\\% \\]\n\nThe cost of the renovations is 10% of the countryside property's price.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0286, "ms": 25544, "ingest": { "rows": 754, "ms": 13897, "cached": 107 }, "recalled": 105, "queries": [ "countryside property price", "cost of renovations current house", "renovation budget", "countryside house cost", "home improvement estimates", "price of rural property" ], "blockRows": 24, "blockChars": 19894, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:25:13.076Z" } } }, { "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 vet visit had a discounted consultation fee of $50 (on 2023-05-25), and the flea and tick prevention medication cost $25 for a 3-month supply (on 2023-05-30). \n\nTotal cost: $50 + $25 = $75.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0556, "ms": 42849, "ingest": { "rows": 729, "ms": 24273, "cached": 125 }, "recalled": 106, "queries": [ "Lola vet visit cost", "Lola flea medication price", "vet bill Lola", "paid for flea meds Lola", "veterinary expenses Lola", "cost of vet appointment Lola" ], "blockRows": 31, "blockChars": 20370, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:25:15.113Z" } } }, { "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": "You initially mentioned that Sakura Travel Agency quoted you $2,500 for the entire trip to Japan. Later, you stated that the corrected price for the entire trip was $2,800. Therefore, you had to pay an additional $300 after the initial quote.\n\n($2,800 - $2,500 = $300)", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0455, "ms": 20957, "ingest": { "rows": 777, "ms": 11725, "cached": 225 }, "recalled": 79, "queries": [ "trip quote", "trip cost", "trip price", "paid for trip", "additional trip expenses", "trip final total" ], "blockRows": 39, "blockChars": 20248, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:25:17.159Z" } } }, { "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": "From the chicken fajitas, you mentioned getting three meals (2023-05-24), and from the lentil soup, you mentioned it lasted for five lunches (2023-05-28). Therefore, the total number of lunch meals you got from both is 3 + 5 = 8 meals.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0952, "ms": 28178, "ingest": { "rows": 732, "ms": 15011, "cached": 147 }, "recalled": 67, "queries": [ "chicken fajitas lunch", "lentil soup lunch", "had chicken fajitas", "ate chicken fajitas", "had lentil soup", "ate lentil soup" ], "blockRows": 23, "blockChars": 20180, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:25:19.310Z" } } }, { "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 mentioned on 2023-05-27 that you once spent $60 on some coffee mugs for your coworkers, referring to it as a bit of a splurge, and it was clarified on 2023-05-28 that you purchased 5 coffee mugs. \n\nSo, $60 / 5 mugs = $12 per mug. \n\nYou spent $12 on each coffee mug for your coworkers.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0351, "ms": 23125, "ingest": { "rows": 739, "ms": 12778, "cached": 147 }, "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": 32, "blockChars": 20270, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:25:21.526Z" } } }, { "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 your first research conference, which was held at Harvard University.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.2, "ms": 25541, "ingest": { "rows": 743, "ms": 15151, "cached": 126 }, "recalled": 105, "queries": [ "presented a poster", "thesis research poster", "university presentation", "conference poster", "thesis presentation", "where did I present my poster" ], "blockRows": 34, "blockChars": 20349, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:25:23.725Z" } } }, { "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 excerpts do not provide information about how long you have been working in your current role.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0, "ms": 21313, "ingest": { "rows": 721, "ms": 11979, "cached": 163 }, "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": 31, "blockChars": 20599, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:25:26.093Z" } } }, { "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 (2023-05-29), and the final sale price of the house was $325,000 (2023-05-23). The difference is $350,000 - $325,000 = $25,000. \n\nThe pre-approval amount was $25,000 more than the final sale price of the house.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0909, "ms": 24748, "ingest": { "rows": 712, "ms": 12628, "cached": 136 }, "recalled": 127, "queries": [ "pre-approval amount", "pre-approved for", "final sale price", "bought the house for", "closing price", "offer accepted" ], "blockRows": 27, "blockChars": 20156, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:25:28.069Z" } } }, { "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\n- The waterproof car cover cost you $120 (as mentioned on 2023-05-25 and 2023-05-28).\n- The detailing spray you got from Amazon cost $20 (as mentioned on 2023-05-28).\n\nSo, the total cost for both the car cover and detailing spray is $120 + $20 = $140.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0417, "ms": 28813, "ingest": { "rows": 720, "ms": 15030, "cached": 225 }, "recalled": 88, "queries": [ "car cover price", "detailing spray cost", "bought car cover", "purchased detailing spray", "car cover receipt", "detailing spray receipt" ], "blockRows": 29, "blockChars": 20013, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:25:30.159Z" } } }, { "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": "You mentioned covering the following distances in your road trips:\n\n1. Solo trip to Durango: Part of the 1,800 miles total from the three road trips (Breckenridge, Durango, Santa Fe) on 2023-05-23.\n2. Weekend trip to Breckenridge: Part of the 1,800 miles total from the three road trips (Breckenridge, Durango, Santa Fe) on 2023-05-23.\n3. Family trip to Santa Fe: Part of the 1,800 miles total from the three road trips (Breckenridge, Durango, Santa Fe) on 2023-05-23.\n4. 4-day trip to Yellowstone: 1,200 miles on 2023-05-26.\n\nAdding these together: \n- Durango, Breckenridge, Santa Fe combined → 1,800 miles \n- Yellowstone → 1,200 miles \n\nTotal distance from all four road trips: 1,800 + 1,200 = 3,000 miles.\n\nYou have covered a total distance of 3,000 miles in your four road trips.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0435, "ms": 24160, "ingest": { "rows": 703, "ms": 12241, "cached": 135 }, "recalled": 91, "queries": [ "road trip distance", "miles driven", "kilometers driven", "trip 1 distance", "trip 2 distance", "trip 3 distance" ], "blockRows": 26, "blockChars": 20444, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:25:32.154Z" } } }, { "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": "From the conversation on 2023-05-23, you mentioned that you wake up at 6:30 AM and take about an hour to get ready. Additionally, from the conversation on 2023-05-20, you noted that your daily commute to work takes about 30 minutes. \n\nTherefore, the total time it takes you to get ready and commute to work is approximately 1 hour (getting ready) + 30 minutes (commute) = 1 hour and 30 minutes.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0556, "ms": 30482, "ingest": { "rows": 707, "ms": 18885, "cached": 101 }, "recalled": 162, "queries": [ "how long it takes to get ready", "morning routine time", "commute to work time", "drive to work", "time spent getting ready", "travel time to office" ], "blockRows": 32, "blockChars": 20666, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:25:34.272Z" } } }, { "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. More recently, you mentioned it was getting around 28 miles per gallon. The difference is 30 - 28 = 2 miles per gallon. \n\nYour car was getting 2 miles per gallon more a few months ago compared to now.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0408, "ms": 15822, "ingest": { "rows": 719, "ms": 143, "cached": 719 }, "recalled": 130, "queries": [ "mpg", "miles per gallon", "gas mileage", "fuel economy", "car efficiency", "gas station" ], "blockRows": 36, "blockChars": 20411, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:25:36.314Z" } } }, { "id": "67e0d0f2", "type": "multi-session", "question": "What is the total number of online courses I've completed?", "answer": "20", "abstain": false, "mem": "on", "response": "You mentioned that you've already completed 12 courses on Coursera. This is the only explicit information provided about the number of courses completed. Additional courses might not be accounted for in the available excerpts. The total number of online courses you've completed is at least 12.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0, "ms": 21179, "ingest": { "rows": 762, "ms": 11438, "cached": 231 }, "recalled": 138, "queries": [ "completed online course", "finished course", "certificate received", "course completion", "finished certification", "completed training" ], "blockRows": 32, "blockChars": 20268, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:25:38.298Z" } } }, { "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 in our past conversation that you got the Jimmy Choo heels for $200 at the outlet mall, and you noted that they originally retailed for $500. Therefore, you saved $500 - $200 = $300 on the Jimmy Choo heels.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0541, "ms": 21901, "ingest": { "rows": 745, "ms": 11418, "cached": 217 }, "recalled": 113, "queries": [ "Jimmy Choo heels", "Jimmy Choo price", "Jimmy Choo discount", "bought Jimmy Choo", "Jimmy Choo sale", "Jimmy Choo cost" ], "blockRows": 30, "blockChars": 20349, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:25:40.405Z" } } }, { "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": "The excerpts do not contain information about your birth year or current age. Therefore, I cannot calculate how old you will be when your friend Rachel gets married.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 0, "ms": 21427, "ingest": { "rows": 681, "ms": 7245, "cached": 349 }, "recalled": 139, "queries": [ "Rachel wedding date", "Rachel getting married", "my age", "my birthday", "how old am I", "when is Rachel's wedding" ], "blockRows": 37, "blockChars": 20819, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:25:42.551Z" } } }, { "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 completed your recent 5K run in 35 minutes. Your previous 5K time was 45 minutes. Therefore, you finished the recent run 10 minutes faster than your previous year's time.\n\n45 minutes (previous time) - 35 minutes (recent time) = 10 minutes faster.\n\nYou finished the 5K run 10 minutes faster compared to your previous year's time.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0702, "ms": 26221, "ingest": { "rows": 727, "ms": 11087, "cached": 212 }, "recalled": 107, "queries": [ "5K run time", "5K race result", "last year 5K", "previous year 5K", "ran a 5K", "5K finish time" ], "blockRows": 24, "blockChars": 20340, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:25:44.643Z" } } }, { "id": "60159905", "type": "multi-session", "question": "How many dinner parties have I attended in the past month?", "answer": "three", "abstain": false, "mem": "on", "response": "Here are the dinner parties mentioned in your conversations from the past month:\n\n1. Italian feast at Sarah's place, where you played board games until late into the night - discussed on 2023-05-22.\n2. More low-key dinner party at Alex's place with a potluck and different cuisines - mentioned on 2023-05-21.\n3. BBQ dinner party at Mike's place where you watched a football game - mentioned on 2023-05-21.\n\nTotal: 3 dinner parties.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0, "ms": 34449, "ingest": { "rows": 705, "ms": 17691, "cached": 98 }, "recalled": 94, "queries": [ "dinner party", "went to dinner", "dinner with", "hosted dinner", "dinner invitation", "ate dinner at" ], "blockRows": 28, "blockChars": 20435, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:25:46.651Z" } } }, { "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 conversations, here are the amounts you spent on gifts for your sister:\n\n1. Silver necklace with a small pendant from Tiffany's: around $200 (conversation on 2023-05-22).\n2. Gift card to her favorite spa: $100 (conversation on 2023-05-30).\n\nTotal spent: $200 + $100 = $300.\n\nYour total spending on gifts for your sister, as mentioned in the conversations, is $300.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0323, "ms": 10232, "ingest": { "rows": 774, "ms": 120, "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": 28, "blockChars": 19904, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:25:48.759Z" } } }, { "id": "73d42213", "type": "multi-session", "question": "What time did I reach the clinic on Monday?", "answer": "9:00 AM", "abstain": false, "mem": "on", "response": "According to our conversation on 2023-05-20, you left home at 7 AM for your doctor's appointment, but the exact time you reached the clinic was not mentioned.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 0.0645, "ms": 20814, "ingest": { "rows": 761, "ms": 12098, "cached": 199 }, "recalled": 80, "queries": [ "clinic Monday", "arrived at clinic", "reached the clinic", "Monday appointment", "clinic check-in", "Monday visit" ], "blockRows": 46, "blockChars": 20521, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:25:50.851Z" } } }, { "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": "The excerpts mention that you purchased a 50-pound batch of layer feed around 2023-05-22. There are no other mentions of a feed purchase in the past two months. \n\nTotal weight of the new feed purchased in the past two months: 50 pounds.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0488, "ms": 26088, "ingest": { "rows": 716, "ms": 15555, "cached": 193 }, "recalled": 98, "queries": [ "purchased feed", "bought feed", "feed weight", "feed amount", "feed order", "feed delivery" ], "blockRows": 26, "blockChars": 20171, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:25:52.999Z" } } }, { "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": "In a past conversation on 2023-05-21, you mentioned that women occupy 20 of the leadership positions in your company. Later, on 2023-05-30, you also mentioned that your company has a total of 100 leadership positions. Therefore, women hold 20% of the leadership positions in your company.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0426, "ms": 35874, "ingest": { "rows": 743, "ms": 19549, "cached": 166 }, "recalled": 90, "queries": [ "women leadership positions percentage", "female executives count", "gender diversity leadership stats", "women in management", "leadership team demographics", "percentage of women in leadership" ], "blockRows": 27, "blockChars": 19725, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:25:55.053Z" } } }, { "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": "The taxi fare from Narita Airport to Shinjuku is approximately ¥15,000-20,000 (around $140-180 USD), while the train options like the Narita Express (N'EX) or Keisei Electric Railway train cost around ¥3,020 (around $28 USD) and ¥1,000-1,200 (around $9-11 USD) respectively, for a one-way journey.\n\nIf you take the Narita Express (N'EX), you would save approximately $112-152 USD, \nIf you take the Keisei Electric Railway train, you would save approximately $129-171 USD. \n\nOverall, taking the train will save you a significant amount compared to taking a taxi.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0, "ms": 25060, "ingest": { "rows": 738, "ms": 12917, "cached": 139 }, "recalled": 78, "queries": [ "airport train cost", "airport taxi price", "hotel location", "train ticket price", "taxi fare to hotel", "transportation costs airport" ], "blockRows": 26, "blockChars": 20025, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:25:57.064Z" } } }, { "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": "According to the excerpts:\n\n- Your TikTok video of Luna chasing a laser pointer has 1,456 views (mentioned on 2023-05-22).\n- Your YouTube tutorial on social media analytics has 542 views (mentioned on 2023-05-23).\n\nTotal number of views: 1,456 (TikTok) + 542 (YouTube) = 1,998.\n\nThe total number of views on your most popular videos on YouTube and TikTok is 1,998.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0625, "ms": 31173, "ingest": { "rows": 778, "ms": 16220, "cached": 170 }, "recalled": 94, "queries": [ "YouTube views", "most popular YouTube video", "TikTok views", "most popular TikTok video", "YouTube analytics", "TikTok analytics" ], "blockRows": 25, "blockChars": 20168, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:25:59.065Z" } } }, { "id": "157a136e", "type": "multi-session", "question": "How many years older is my grandma than me?", "answer": "43", "abstain": false, "mem": "on", "response": "Your grandma celebrated her 75th birthday recently, and you mentioned you are still getting used to being in your 30s, specifically stating \"it feels like just yesterday I was in my 20s,\" and referencing being 32 as a great age. This would make you approximately 32 years old. Therefore, your grandma is 75 - 32 = 43 years older than you.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0339, "ms": 10191, "ingest": { "rows": 761, "ms": 106, "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": 31, "blockChars": 20514, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:26:01.064Z" } } }, { "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": "You completed your Bachelor's degree in Business Administration with a concentration in Marketing from the University of California, Berkeley, at the age of 25. As of today's date, 2023-05-30, you are 32 years old. Therefore, you are 32 - 25 = 7 years older than when you graduated from college.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.04, "ms": 24228, "ingest": { "rows": 758, "ms": 13202, "cached": 146 }, "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": 26, "blockChars": 20552, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:26:03.188Z" } } }, { "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": "For your gifts:\n\n1. **Coworker's baby shower**: You spent $100 on a set of baby clothes and toys from Buy Buy Baby (as discussed on 2023-05-28).\n2. **Brother's graduation gift**: You spent $100 on a gift card to his favorite electronics store in May (mentioned on 2023-05-28).\n\nTotal amount spent on gifts for your coworker and brother: $100 + $100 = $200.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0308, "ms": 30788, "ingest": { "rows": 719, "ms": 19425, "cached": 133 }, "recalled": 100, "queries": [ "gift for coworker", "bought coworker", "gift for brother", "bought brother", "spent on coworker", "spent on brother" ], "blockRows": 40, "blockChars": 20465, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:26:05.256Z" } } }, { "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": "You mentioned having 12 comments on your recent Facebook Live session (2023-05-23) and 21 comments on your most popular YouTube video (2023-05-24). \n\nTotal number of comments = 12 (Facebook Live) + 21 (YouTube video) = 33 comments.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0513, "ms": 24553, "ingest": { "rows": 764, "ms": 11588, "cached": 225 }, "recalled": 78, "queries": [ "Facebook Live comments", "Facebook Live session", "YouTube video comments", "most popular YouTube video", "YouTube video views", "YouTube video stats" ], "blockRows": 25, "blockChars": 20034, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:26:07.218Z" } } }, { "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 fitness classes three days a week: \n\n1. Zumba classes on Tuesdays and Thursdays at 6:30 pm.\n2. Weightlifting class on Saturdays at 10 am.\n\nTotal: 3 days a week.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0625, "ms": 22304, "ingest": { "rows": 783, "ms": 13447, "cached": 157 }, "recalled": 117, "queries": [ "fitness class", "gym schedule", "workout days", "yoga class", "pilates class", "spin class" ], "blockRows": 33, "blockChars": 20244, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:26:09.182Z" } } }, { "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": "You spent $800 on a Coach handbag on 2023-05-23 and $500 on high-end skincare products during the Nordstrom anniversary sale around 2023-05-28. \nTotal amount = $800 (handbag) + $500 (skincare) = $1300.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0, "ms": 24450, "ingest": { "rows": 755, "ms": 12308, "cached": 179 }, "recalled": 110, "queries": [ "designer handbag price", "handbag cost", "skincare products price", "skincare cost", "luxury skincare purchase", "high-end skincare amount" ], "blockRows": 26, "blockChars": 20079, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:26:11.629Z" } } }, { "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 for the charity cycling event, but you ended up raising $250. \n\nSo, you raised $250 - $200 = $50 more than your initial goal.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0667, "ms": 25194, "ingest": { "rows": 799, "ms": 12074, "cached": 239 }, "recalled": 108, "queries": [ "charity cycling event goal", "charity cycling event total raised", "how much did I raise for cycling", "cycling fundraiser target", "donations for charity ride", "cycling event fundraising amount" ], "blockRows": 34, "blockChars": 20270, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:26:13.701Z" } } }, { "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": "The excerpts provide the following GPA details:\n\n- Undergraduate studies at the University of Mumbai: GPA equivalent to 3.86 out of 4.0.\n- Graduate studies (Master's) in Data Science from the University of Illinois at Urbana-Champaign: GPA of 3.8 out of 4.0.\n\nTo find the average GPA of both:\n\n(3.86 + 3.8) / 2 = 3.83\n\nThe average GPA of your undergraduate and graduate studies is 3.83.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0588, "ms": 23024, "ingest": { "rows": 725, "ms": 12216, "cached": 164 }, "recalled": 65, "queries": [ "undergraduate GPA", "college GPA", "graduate GPA", "masters GPA", "PhD GPA", "grad school GPA" ], "blockRows": 25, "blockChars": 20218, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:26:15.696Z" } } }, { "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": "Your target time for the marathon was 4 hours and 10 minutes. You completed your marathon in 4 hours and 22 minutes. Therefore, you exceeded your target time by 12 minutes.\n\n4:22 actual - 4:10 target = 12 minutes.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0513, "ms": 22680, "ingest": { "rows": 726, "ms": 10733, "cached": 228 }, "recalled": 106, "queries": [ "marathon finish time", "marathon target time", "marathon goal time", "marathon result", "how long did the marathon take", "marathon pace" ], "blockRows": 26, "blockChars": 20342, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:26:17.742Z" } } }, { "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 excerpts do not specify any novels you finished in January. However, regarding your reading in March 2023, you finished \"The Nightingale\" by Kristin Hannah, which had 440 pages. \n\nFor January, the page count information is missing. The page count for March is 440 pages.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0, "ms": 25872, "ingest": { "rows": 820, "ms": 14083, "cached": 167 }, "recalled": 75, "queries": [ "novels finished January", "books read January", "novels finished March", "books read March", "page count January novel", "page count March novel" ], "blockRows": 25, "blockChars": 20071, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No", "at": "2026-10-03T01:26:19.669Z" } } }, { "id": "8e91e7d9", "type": "multi-session", "question": "What is the total number of siblings I have?", "answer": "4", "abstain": false, "mem": "on", "response": "The excerpts mention that you have one brother. There is no other mention of additional siblings. Therefore, it appears that you have a total of one sibling.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0, "ms": 20504, "ingest": { "rows": 749, "ms": 10503, "cached": 267 }, "recalled": 124, "queries": [ "my brothers", "my sisters", "my siblings", "who are my siblings", "my family members", "how many siblings" ], "blockRows": 38, "blockChars": 20617, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:26:21.658Z" } } }, { "id": "87f22b4a", "type": "multi-session", "question": "How much have I made from selling eggs this month?", "answer": "$120", "abstain": false, "mem": "on", "response": "You mentioned selling a total of 40 dozen eggs for $3 a dozen on 2023-05-22. Based on this, you've made:\n\n40 dozen eggs x $3/dozen = $120\n\nYou have made $120 from selling eggs this month.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0526, "ms": 20692, "ingest": { "rows": 734, "ms": 11903, "cached": 191 }, "recalled": 102, "queries": [ "sold eggs", "egg sales", "money from eggs", "egg income", "sold a dozen eggs", "egg profit" ], "blockRows": 26, "blockChars": 20302, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:26:23.659Z" } } }, { "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": "You have accumulated 500 points at FreshMart, and every 100 points translate to a $1 discount. Therefore, with 500 points, you will get a $5 discount on your next purchase.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.069, "ms": 20542, "ingest": { "rows": 699, "ms": 11051, "cached": 190 }, "recalled": 98, "queries": [ "FreshMart discount", "FreshMart coupon", "FreshMart promo code", "FreshMart reward", "FreshMart voucher", "FreshMart offer" ], "blockRows": 31, "blockChars": 20233, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:26:25.697Z" } } }, { "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": "You wake up at 6:00 AM on Fridays and 6:30 AM on other weekdays. Therefore, you wake up 30 minutes earlier on Fridays compared to other weekdays.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.129, "ms": 11559, "ingest": { "rows": 747, "ms": 85, "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": 38, "blockChars": 20506, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:26:28.144Z" } } }, { "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 one fun run in March due to work commitments. Specifically, it was on March 5th. \n\nTotal: 1 fun run missed in March due to work commitments.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0, "ms": 22963, "ingest": { "rows": 755, "ms": 14051, "cached": 106 }, "recalled": 132, "queries": [ "fun run March", "missed run work", "cancelled race March", "work commitment run", "March race schedule", "skipped fun run" ], "blockRows": 30, "blockChars": 20625, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No", "at": "2026-10-03T01:26:30.285Z" } } }, { "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 excerpts do not provide the total number of pages in \"Sapiens\" or how many pages you have already read. Therefore, I cannot calculate how many pages you have left to read in \"Sapiens\" without that information.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0, "ms": 23793, "ingest": { "rows": 751, "ms": 11575, "cached": 208 }, "recalled": 132, "queries": [ "Sapiens page", "reading Sapiens", "finished page Sapiens", "Sapiens progress", "last page read Sapiens", "Sapiens book" ], "blockRows": 33, "blockChars": 20467, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:26:32.218Z" } } }, { "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. The excerpts do not mention how many chili pepper plants you initially planted. \n\nYou planted 5 tomato plants initially, but the number of chili pepper plants is not specified.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 1, "ms": 21389, "ingest": { "rows": 743, "ms": 11960, "cached": 189 }, "recalled": 81, "queries": [ "planted tomatoes", "planted chili peppers", "tomato seedlings", "chili pepper seedlings", "how many tomato plants", "how many chili plants" ], "blockRows": 27, "blockChars": 20347, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:26:34.227Z" } } }, { "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": "The excerpts mention only your purchase of the Sony WH-1000XM4 headphones for $378. There is no information about purchasing an iPad. Based on the available information, the total cost for the mentioned purchase is $378.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 1, "ms": 22583, "ingest": { "rows": 758, "ms": 12023, "cached": 209 }, "recalled": 106, "queries": [ "headphones price", "iPad price", "bought headphones", "purchased iPad", "cost of headphones", "cost of iPad" ], "blockRows": 28, "blockChars": 20101, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:26:36.423Z" } } }, { "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 in education technology at a research conference, which you attended at Harvard University.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0, "ms": 37675, "ingest": { "rows": 784, "ms": 20988, "cached": 262 }, "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": 30, "blockChars": 20466, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:26:38.379Z" } } }, { "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 any information about Rachel's age or your marriage plans. Therefore, I cannot determine how old Rachel will be when you get married.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 1, "ms": 14160, "ingest": { "rows": 734, "ms": 64, "cached": 734 }, "recalled": 150, "queries": [ "Rachel age", "Rachel birthday", "when am I getting married", "wedding date", "who is Rachel", "my marriage plans" ], "blockRows": 31, "blockChars": 20848, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:26:40.424Z" } } }, { "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": "You mentioned you are flying into Narita International Airport and staying in the Shinjuku district. Here are the estimated costs based on your previous conversations:\n\n- **Taking the Airport Limousine Bus**: Approximately ¥3,200 (around $29 USD) one way.\n- **Taking a Taxi**: Around ¥20,000-30,000 (around $180-270 USD) one way, depending on traffic.\n\nSavings: If you take the bus, you could save approximately ¥16,800-26,800 (around $151-241 USD).\n\nTaking the bus instead of a taxi could save you around $151 to $241 USD.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0, "ms": 25748, "ingest": { "rows": 754, "ms": 14343, "cached": 173 }, "recalled": 67, "queries": [ "airport bus price", "airport taxi cost", "hotel name", "bus fare airport", "taxi fare airport", "transportation costs airport" ], "blockRows": 31, "blockChars": 20115, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:26:42.556Z" } } }, { "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": "You visited the Museum of Modern Art (MoMA) on 2023-01-08 and the \"Ancient Civilizations\" exhibit at the Metropolitan Museum of Art on 2023-01-15.\n\nCalculating the difference: 2023-01-15 - 2023-01-08 → 7 days passed between these two visits.\n\n7 days passed between your visit to MoMA and the \"Ancient Civilizations\" exhibit at the Metropolitan Museum of Art.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0909, "ms": 34333, "ingest": { "rows": 743, "ms": 20700, "cached": 203 }, "recalled": 91, "queries": [ "Museum of Modern Art", "MoMA", "Metropolitan Museum of Art", "Met Museum", "Ancient Civilizations exhibit", "visited the Met" ], "blockRows": 25, "blockChars": 20125, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:26:44.591Z" } } }, { "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": "1. You helped your friend prepare the nursery on 2023-02-05.\n2. You helped your cousin pick out stuff for her baby shower on 2023-02-10.\n3. You ordered a customized phone case for your friend's birthday on 2023-02-20.\n\nThe order from first to last is: preparing the nursery, picking out stuff for the baby shower, and ordering the customized phone case.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.5, "ms": 23782, "ingest": { "rows": 743, "ms": 12355, "cached": 172 }, "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": 27, "blockChars": 20329, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:26:47.495Z" } } }, { "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": "You mentioned receiving the crystal chandelier from your aunt on 2023-03-04. Today is 2023-04-01. Therefore, you received the chandelier about 4 weeks ago.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0769, "ms": 25572, "ingest": { "rows": 844, "ms": 16116, "cached": 185 }, "recalled": 112, "queries": [ "aunt", "crystal chandelier", "met my aunt", "received chandelier", "visit aunt", "gift from aunt" ], "blockRows": 37, "blockChars": 20090, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:26:49.546Z" } } }, { "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": "You mentioned participating in two charity events on consecutive days: the \"24-Hour Bike Ride\" on 2023-02-14 and the \"Books for Kids\" charity book drive event on 2023-02-15. \n\nToday is 2023-04-18. Therefore, about 2 months have passed since those events.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0444, "ms": 22158, "ingest": { "rows": 740, "ms": 12161, "cached": 173 }, "recalled": 104, "queries": [ "charity event", "volunteered", "fundraiser", "donation", "gave back", "charity" ], "blockRows": 31, "blockChars": 20241, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:26:51.588Z" } } }, { "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": "You mentioned that you began playing along to your favorite songs on your old keyboard on a day shortly after March 25, 2023, and you discovered a bluegrass band and started enjoying their music by March 31, 2023. \n\nConsidering these dates:\n- You started playing on March 25, 2023.\n- You discovered the bluegrass band on March 31, 2023.\n\n6 days passed between these two events (March 31 - March 25 = 6).", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0789, "ms": 12373, "ingest": { "rows": 733, "ms": 53, "cached": 733 }, "recalled": 110, "queries": [ "started playing keyboard", "favorite songs keyboard", "discovered bluegrass band", "found bluegrass band", "keyboard music", "bluegrass music" ], "blockRows": 31, "blockChars": 20079, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:26:53.694Z" } } }, { "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 mentioned visiting the Science Museum with a friend, who is a chemistry professor, on 2022-10-22. Today is 2023-03-25.\n\n2023-03-25 - 2022-10-22 is approximately 5 months.\n\nAbout 5 months have passed since your last museum visit with a friend.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0465, "ms": 32106, "ingest": { "rows": 698, "ms": 22198, "cached": 138 }, "recalled": 85, "queries": [ "museum", "art gallery", "visited museum with", "went to a museum", "museum friend", "museum trip" ], "blockRows": 31, "blockChars": 20176, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:26:56.168Z" } } }, { "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 attended the friends and family sale at Nordstrom \"yesterday\" from the conversation dated 2022-11-18. Today's date is 2022-12-01. \n\n2022-11-18 to 2022-11-19 = 1 day ago (from \"yesterday\")\n2022-11-19 to 2022-12-01 = 12 days \n\n12 days + 1 day = 13 days ago.\n\n13 days is approximately 1 week and 6 days ago.\n\nYou attended the friends and family sale at Nordstrom about 1 week and 6 days ago.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0, "ms": 28265, "ingest": { "rows": 738, "ms": 12288, "cached": 170 }, "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": 29, "blockChars": 20429, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:26:58.189Z" } } }, { "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 on 2023-05-06, and your cousin's wedding was attended by you on 2023-06-15. Therefore, Michael's engagement party happened first.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.2353, "ms": 21642, "ingest": { "rows": 756, "ms": 11302, "cached": 222 }, "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": 31, "blockChars": 20157, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:27:00.253Z" } } }, { "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 mentioned attending the Maundy Thursday service on 2023-04-06. Today's date is 2023-04-10, so that was 4 days ago.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.16, "ms": 25073, "ingest": { "rows": 769, "ms": 13149, "cached": 157 }, "recalled": 113, "queries": [ "Maundy Thursday service", "Episcopal Church", "attended church", "went to service", "Maundy Thursday", "Episcopal" ], "blockRows": 33, "blockChars": 20500, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:27:02.261Z" } } }, { "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 attended a baking class at a local culinary school on 2022-03-20, and you made your friend's birthday cake on 2022-04-10. Calculating the difference: 2022-04-10 - 2022-03-20 → 21 days ago from when you made your friend's birthday cake.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0741, "ms": 39133, "ingest": { "rows": 758, "ms": 23592, "cached": 151 }, "recalled": 122, "queries": [ "baking class", "culinary school", "birthday cake", "made a cake", "friend's birthday", "attended baking" ], "blockRows": 29, "blockChars": 20185, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:27:04.312Z" } } }, { "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": "You started watering your herb garden on 2023-03-22, and you harvested your first batch of fresh herbs on 2023-04-15. \n\nCalculating the difference: \nFrom 2023-03-22 to 2023-04-15 is 24 days.\n\n24 days passed between the day you started watering your herb garden and the day you harvested your first batch of fresh herbs.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1493, "ms": 24013, "ingest": { "rows": 735, "ms": 13979, "cached": 86 }, "recalled": 107, "queries": [ "started watering herb garden", "first batch of fresh herbs", "harvested herbs", "planted herb garden", "watering herbs", "herb garden harvest date" ], "blockRows": 24, "blockChars": 20090, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:27:06.425Z" } } }, { "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": "You mentioned downloading the cashback app 'Ibotta' on 2023-04-16. Today is 2023-05-06, so you started using Ibotta about 3 weeks ago (2023-04-16 to 2023-05-06 → about 3 weeks ago).", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1579, "ms": 25471, "ingest": { "rows": 722, "ms": 11135, "cached": 208 }, "recalled": 107, "queries": [ "Ibotta", "started using Ibotta", "downloaded Ibotta", "installed Ibotta", "cashback app", "Ibotta account" ], "blockRows": 32, "blockChars": 20212, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:27:08.482Z" } } }, { "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\" by 2022-12-28, when you were looking for similar book recommendations. You attended the book reading event at the local library, where the author of \"The Silent Patient\" was discussing her latest thriller novel, on 2023-01-15. \n\n2023-01-15 - 2022-12-28 = 18 days.\n\n18 days had passed between finishing \"The Seven Husbands of Evelyn Hugo\" and attending the book reading event.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0779, "ms": 25360, "ingest": { "rows": 699, "ms": 12026, "cached": 146 }, "recalled": 116, "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", "date I finished Evelyn Hugo" ], "blockRows": 24, "blockChars": 20149, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:27:10.552Z" } } }, { "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": "You mentioned starting your solo camping trip to Yosemite National Park on 2023-05-15 and getting back on 2023-05-17. Therefore, you spent about 3 days on your solo camping trip to Yosemite National Park.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0851, "ms": 24226, "ingest": { "rows": 766, "ms": 12962, "cached": 160 }, "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": 25, "blockChars": 19938, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:27:12.580Z" } } }, { "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 provided, the order of your trips in the past three months is as follows:\n\n1. Solo camping trip to Yosemite National Park (Before 2023-05-15) \n2. Trip planning to the Eastern Sierra and exploration of the John Muir Wilderness area (Around 2023-05-15)\n3. No third trip is mentioned in the excerpts provided.\n\nThe excerpts mention two trips, not three, so only two trips are listed, and their order is given based on the available information.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.25, "ms": 19363, "ingest": { "rows": 771, "ms": 9204, "cached": 335 }, "recalled": 134, "queries": [ "trip", "traveled", "vacation", "flight", "hotel", "visit" ], "blockRows": 36, "blockChars": 20324, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:27:14.649Z" } } }, { "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 for a week and saw \"Coda\" on 2021-06-01. Today is 2021-10-02. Therefore, you attended SIFF about 4 months ago.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1935, "ms": 22016, "ingest": { "rows": 809, "ms": 11811, "cached": 259 }, "recalled": 79, "queries": [ "Seattle International Film Festival", "SIFF", "went to film festival", "visited Seattle film festival", "attended SIFF", "Seattle film festival dates" ], "blockRows": 25, "blockChars": 19396, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:27:16.702Z" } } }, { "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. Today's date is 2023-03-25, so you bought the smoker about 10 days ago.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.2353, "ms": 29097, "ingest": { "rows": 729, "ms": 20001, "cached": 262 }, "recalled": 123, "queries": [ "bought a smoker", "purchased a smoker", "smoker delivery", "ordered a smoker", "new smoker", "smoker receipt" ], "blockRows": 35, "blockChars": 20387, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:27:18.786Z" } } }, { "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:\n\n1. 'I redeemed $12 cashback for a $10 Amazon gift card from Ibotta' - mentioned on 2023-04-10.\n2. 'I signed up for the rewards program at ShopRite' - mentioned on 2023-04-15.\n\nThe excerpts do not mention you using a Buy One Get One Free coupon on Luvs diapers at Walmart, so I cannot determine its place in the order. \n\nTherefore, the order for the events we do have information on is:\n1. Redeemed $12 cashback on 2023-04-10.\n2. Signed up for the ShopRite rewards program on 2023-04-15.\n\nThe order of the third event is unknown.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 0.4769, "ms": 20115, "ingest": { "rows": 761, "ms": 167, "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": 27, "blockChars": 20000, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:27:20.995Z" } } }, { "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": "You completed 'The Nightingale' on 2022-01-15 and started it on an unspecified date. You started 'Sapiens: A Brief History of Humankind' on 2022-02-01 and completed it on 2022-03-01 (2022-03-01 - 2022-02-01 = 28 days → 4 weeks). You also completed 'The Power' on 2022-03-20, and started it on 2022-03-06 (2022-03-20 - 2022-03-06 = 14 days → 2 weeks).\n\nThe total documented time for reading and listening to these three works is 4 weeks (for 'Sapiens') + 2 weeks (for 'The Power') = 6 weeks, plus the unknown time spent on 'The Nightingale'.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.3276, "ms": 24603, "ingest": { "rows": 746, "ms": 12288, "cached": 178 }, "recalled": 110, "queries": [ "reading The Nightingale", "listening to Sapiens", "listening to The Power", "finished The Nightingale", "finished Sapiens", "finished The Power" ], "blockRows": 29, "blockChars": 20397, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:27:23.107Z" } } }, { "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": "You cancelled your FarmFresh subscription on 2023-01-05, and you did your online grocery shopping from Instacart on 2023-02-28. \n\nCalculating the days between these two dates:\n\n2023-02-28 - 2023-01-05 = 54 days\n\n54 days passed between these two events.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1132, "ms": 37867, "ingest": { "rows": 777, "ms": 19971, "cached": 219 }, "recalled": 135, "queries": [ "FarmFresh subscription cancelled", "cancelled FarmFresh", "Instacart grocery shopping", "ordered from Instacart", "FarmFresh cancellation date", "Instacart order date" ], "blockRows": 26, "blockChars": 20342, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:27:25.178Z" } } }, { "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": "You mentioned buying your new tennis racket on 2023-03-10 and receiving it on 2023-03-17. That's a difference of 7 days, or exactly 1 week.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1333, "ms": 20303, "ingest": { "rows": 793, "ms": 10728, "cached": 284 }, "recalled": 105, "queries": [ "bought tennis racket", "ordered tennis racket", "received tennis racket", "tennis racket arrived", "tennis racket delivery", "new racket" ], "blockRows": 28, "blockChars": 19975, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:27:27.266Z" } } }, { "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 catching up with Emma over lunch for the project collaboration discussion in a conversation on 2023-04-11. Today is 2023-04-20. \n\n2023-04-20 minus 2023-04-11 equals 9 days ago. \n\nYou met Emma 9 days ago.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1961, "ms": 31527, "ingest": { "rows": 736, "ms": 22274, "cached": 188 }, "recalled": 128, "queries": [ "met Emma", "meeting Emma", "Emma", "when did I meet Emma", "first time meeting Emma", "Emma's name" ], "blockRows": 33, "blockChars": 20533, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:27:29.686Z" } } }, { "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": "1. Metropolitan Museum of Art (saw Ancient Egyptian artifacts, including the golden mask of Pharaoh Tutankhamun) – discussed on 2023-03-04.\n2. Natural History Museum (visited the \"Dinosaur Fossils\" exhibition) – visited the same day mentioned on 2023-03-04.\n3. Museum of Contemporary Art (attended a lecture series by Dr. Maria Rodriguez) – mentioned as a past event on 2023-03-10.\n4. Modern Art Museum (attended a guided tour of \"The Evolution of Abstract Expressionism\") – mentioned as a past event on 2023-03-10.\n\nOnly four museums are clearly stated in the conversation excerpts, and they are listed in the above order based on the discussions and mentioned visits.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.2564, "ms": 24794, "ingest": { "rows": 736, "ms": 13030, "cached": 131 }, "recalled": 84, "queries": [ "museum", "visited a museum", "went to a museum", "art gallery", "museum trip", "museum tour" ], "blockRows": 25, "blockChars": 20041, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": false, "raw": "No", "at": "2026-10-03T01:27:31.779Z" } } }, { "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": "You attended the gardening workshop on 2023-04-15 and planted the tomato saplings on 2023-04-21. The difference between these dates is 6 days (2023-04-21 - 2023-04-15 = 6 days). \n\n6 days passed between the workshop and planting the tomato saplings.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.16, "ms": 16876, "ingest": { "rows": 748, "ms": 117, "cached": 748 }, "recalled": 104, "queries": [ "gardening workshop", "planted tomato saplings", "attended workshop", "planted tomatoes", "gardening class", "tomato planting" ], "blockRows": 27, "blockChars": 20017, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:27:33.842Z" } } }, { "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": "You received feedback about your car's suspension being too soft during fast corners on 2023-03-17. You then tested your new suspension setup at an open track day on 2023-04-24.\n\nCalculating the days between these dates:\n2023-04-24 - 2023-03-17 = 38 days.\n\n38 days passed between receiving the feedback and testing your new suspension setup.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1176, "ms": 20816, "ingest": { "rows": 720, "ms": 10748, "cached": 221 }, "recalled": 102, "queries": [ "car suspension feedback", "suspension review", "received feedback suspension", "tested new suspension", "tried new suspension setup", "suspension test drive" ], "blockRows": 26, "blockChars": 20132, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:27:37.786Z" } } }, { "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": "The excerpts do not mention when you started taking ukulele lessons or when you decided to do so, so I cannot determine how many days had passed between that event and taking your acoustic guitar to the guitar tech for servicing.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 0.0408, "ms": 27297, "ingest": { "rows": 760, "ms": 17916, "cached": 289 }, "recalled": 99, "queries": [ "ukulele lessons", "started ukulele", "acoustic guitar servicing", "guitar tech", "took guitar to tech", "guitar maintenance" ], "blockRows": 34, "blockChars": 20120, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:27:39.911Z" } } }, { "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": "You sold homemade baked goods at the Farmers' Market on 2023-02-26 and participated in the Spring Fling Market on 2023-03-20. The time between these two events is:\n\n- From 2023-02-26 to 2023-03-20 is 22 days (February has 28 days, so March 20 - February 26 = 22 days).\n- 22 days equals approximately 3 weeks and 1 day.\n\nAbout 3 weeks have passed between the two events.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.058, "ms": 22438, "ingest": { "rows": 724, "ms": 11249, "cached": 199 }, "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": 24, "blockChars": 20355, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:27:41.998Z" } } }, { "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": "In January, you watched the following sports events in this order:\n\n1. On January 14, 2023, you watched the College Football National Championship game, where Georgia took down Alabama 33-18. This event was on January 13, 2023.\n2. You mentioned watching the Chiefs game at Mike's place with buffalo wings on January 22, 2023, although the specific date of the game is not mentioned.\n\nIn chronological order: College Football National Championship game first, and then the Chiefs game.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 0.25, "ms": 21493, "ingest": { "rows": 745, "ms": 12006, "cached": 195 }, "recalled": 117, "queries": [ "January sports", "watched game January", "watched match January", "January football", "January basketball", "January tennis" ], "blockRows": 31, "blockChars": 20448, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:27:44.035Z" } } }, { "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": "You started reading \"The Nightingale\" by Kristin Hannah on 2023-01-10 and finished it by 2023-01-31. Therefore, it took you 21 days to finish the book (2023-01-31 minus 2023-01-10 equals 21 days).", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1277, "ms": 29719, "ingest": { "rows": 766, "ms": 14795, "cached": 156 }, "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": 31, "blockChars": 20227, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:27:46.082Z" } } }, { "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": "The excerpts mention only one specific sports event you participated in, which is the company's annual charity soccer tournament on 2023-06-17. No other sports events are mentioned. Therefore, the order is:\n\n1. Charity Soccer Tournament on 2023-06-17.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.2581, "ms": 12866, "ingest": { "rows": 716, "ms": 86, "cached": 716 }, "recalled": 123, "queries": [ "sports event", "competition", "tournament", "race", "game", "match" ], "blockRows": 33, "blockChars": 20428, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": false, "raw": "No", "at": "2026-10-03T01:27:48.098Z" } } }, { "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": "You mentioned starting jogging again after a harsh winter and went on your 10th jog outdoors on 2023-04-10. Unfortunately, there is no specific date noted for when you recovered from the flu, making it impossible to calculate the number of weeks between these events based on the information provided.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0, "ms": 21063, "ingest": { "rows": 771, "ms": 12045, "cached": 212 }, "recalled": 124, "queries": [ "recovered from flu", "flu symptoms gone", "first jog outdoors", "second jog outdoors", "third jog outdoors", "tenth jog outdoors" ], "blockRows": 29, "blockChars": 20251, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No", "at": "2026-10-03T01:27:50.147Z" } } }, { "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": "In the past two months, you attended the following concerts and musical events, in order from earliest to latest:\n\n1. Jazz night at a local bar on 2023-04-08.\n2. The 1975 and Billie Eilish at a music festival in the city before 2023-04-13.\n3. Queen with Adam Lambert at the Prudential Center in Newark, NJ with your parents before 2023-04-15.\n4. A music festival in Brooklyn featuring some of your favorite indie bands before 2023-04-15.\n\nThat's the order of concerts and musical events you attended.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.4769, "ms": 19885, "ingest": { "rows": 754, "ms": 12227, "cached": 190 }, "recalled": 124, "queries": [ "concert", "musical", "show", "gig", "performance", "live music" ], "blockRows": 26, "blockChars": 20032, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": false, "raw": "No", "at": "2026-10-03T01:27:52.244Z" } } }, { "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": "You finished reading 'The Nightingale' on 2022-01-15 and started reading 'The Hitchhiker's Guide to the Galaxy' also on 2022-01-15. Therefore, 0 days passed between finishing 'The Nightingale' and starting 'The Hitchhiker's Guide to the Galaxy'.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0889, "ms": 26236, "ingest": { "rows": 761, "ms": 12506, "cached": 179 }, "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": 29, "blockChars": 20353, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:27:54.246Z" } } }, { "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": "You most recently mentioned taking a train ride to visit your family in the countryside on March 3rd, 2023. Therefore, the most recent mode of transport you used was a train.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0714, "ms": 19512, "ingest": { "rows": 766, "ms": 10218, "cached": 295 }, "recalled": 78, "queries": [ "bus", "train", "took the bus", "took the train", "rode the bus", "rode the train" ], "blockRows": 29, "blockChars": 20354, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:27:56.259Z" } } }, { "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": "You mentioned starting sculpting classes on 2023-02-11 and then said you've been taking sculpting classes for about 6 weeks on 2023-03-04. You got your own set of sculpting tools on 2023-03-04, so you had been taking the classes for about 6 weeks by then. \n\nTherefore, you had been taking sculpting classes for about 6 weeks when you invested in your set of sculpting tools.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0, "ms": 35804, "ingest": { "rows": 771, "ms": 19621, "cached": 275 }, "recalled": 129, "queries": [ "sculpting classes", "started sculpting", "bought sculpting tools", "invested in sculpting tools", "sculpting tool set", "first sculpting class" ], "blockRows": 26, "blockChars": 20174, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No", "at": "2026-10-03T01:27:58.310Z" } } }, { "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. Today's date is 2022-04-04, so the event took place 26 days ago (2022-04-04 minus 2022-03-09).", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1538, "ms": 17081, "ingest": { "rows": 795, "ms": 8576, "cached": 406 }, "recalled": 153, "queries": [ "networking event", "met people", "professional mixer", "industry event", "conference", "business gathering" ], "blockRows": 37, "blockChars": 20560, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:28:00.363Z" } } }, { "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": "According to the excerpts, the order of airlines you flew with before today is as follows:\n\n1. American Airlines from Los Angeles (LAX) to New York (JFK) (mentioned on 2023-02-10).\n2. Delta (considered for your upcoming flight) does not appear to have been flown yet.\n3. JetBlue from Boston (BOS) to Fort Lauderdale (FLL) was booked but has not occurred as of the conversations.\n\nSo, the only flight that occurred before today according to the conversations is with American Airlines from LAX to JFK.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.093, "ms": 31266, "ingest": { "rows": 742, "ms": 16352, "cached": 278 }, "recalled": 81, "queries": [ "flight", "airline", "booked a flight", "flew with", "boarding pass", "plane ticket" ], "blockRows": 27, "blockChars": 19879, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": false, "raw": "No", "at": "2026-10-03T01:28:02.408Z" } } }, { "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": "You repotted the previous spider plant on 2023-03-04, and you gave Mrs. Johnson a few cuttings from your spider plant on 2023-03-18. \n\nSo, 2023-03-18 - 2023-03-04 → 14 days passed.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0909, "ms": 30883, "ingest": { "rows": 722, "ms": 14878, "cached": 189 }, "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": 27, "blockChars": 19932, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:28:04.452Z" } } }, { "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": "You replaced the spark plugs on 2023-02-14 and participated in the Turbocharged Tuesdays automotive event on 2023-03-15. \n\n2023-03-15 minus 2023-02-14 is 29 days. \n\nThat's about 29 days between the two events.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1702, "ms": 19401, "ingest": { "rows": 736, "ms": 9534, "cached": 290 }, "recalled": 114, "queries": [ "replaced spark plugs", "spark plugs", "Turbocharged Tuesdays", "auto racking event", "Turbocharged Tuesday", "auto racing" ], "blockRows": 34, "blockChars": 20424, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:28:06.494Z" } } }, { "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 at the local Audubon society on 2023-04-01. Today is 2023-05-01. \n\n2023-05-01 - 2023-04-01 = 4 weeks ago.\n\nYou attended the workshop about 4 weeks ago.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0571, "ms": 21925, "ingest": { "rows": 715, "ms": 12390, "cached": 140 }, "recalled": 99, "queries": [ "bird watching workshop", "Audubon society", "went to bird watching", "visited Audubon", "birding class", "Audubon workshop" ], "blockRows": 34, "blockChars": 20187, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:28:08.596Z" } } }, { "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 excerpts do not mention the date of the completion of your undergraduate degree, so the number of months between that event and the submission of your master's thesis cannot be determined. The excerpts only mention that you submitted your master's thesis on 2023-05-15.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 0.0455, "ms": 25614, "ingest": { "rows": 766, "ms": 14831, "cached": 78 }, "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": 33, "blockChars": 20304, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:28:10.734Z" } } }, { "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. Today is 2024-02-01. \n\n2024-02-01 minus 2023-11-01 → about 3 months ago.\n\nYou attended the photography workshop about 3 months ago.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0606, "ms": 28235, "ingest": { "rows": 701, "ms": 16703, "cached": 151 }, "recalled": 121, "queries": [ "photography workshop", "attended photography class", "photo workshop date", "photography seminar", "learned photography", "photography course" ], "blockRows": 26, "blockChars": 20153, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:28:12.857Z" } } }, { "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": "You participated in the charity bake sale on 2023-03-15. There is no specific date mentioned for the charity gala, but you were thinking of mentioning your attendance at the gala on your fundraising page before your 5K run, which suggests it happened after the bake sale. Therefore, the charity bake sale was the first event you participated in.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1967, "ms": 13715, "ingest": { "rows": 750, "ms": 69, "cached": 750 }, "recalled": 88, "queries": [ "charity gala", "charity bake sale", "attended gala", "went to bake sale", "participated in gala", "participated in bake sale" ], "blockRows": 32, "blockChars": 20182, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:28:14.920Z" } } }, { "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 watched the Super Bowl on a Sunday, the conversation indicating that it was the same day as your fantasy football draft party planning took place on 2023-02-12. Today is 2023-03-01. \n\n2023-03-01 - 2023-02-12 = 17 days ago. \n\nYou watched the Super Bowl about 17 days ago.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.2034, "ms": 22265, "ingest": { "rows": 736, "ms": 13283, "cached": 123 }, "recalled": 99, "queries": [ "Super Bowl", "watched the game", "Super Bowl Sunday", "football game", "NFL championship", "watched the Super Bowl" ], "blockRows": 33, "blockChars": 20276, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:28:16.981Z" } } }, { "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": "You signed a contract with your first client on 2023-03-01. However, the excerpts do not mention when you launched your website. Therefore, I cannot determine how many days ago you launched your website from the date you signed the contract.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 0.0816, "ms": 24569, "ingest": { "rows": 718, "ms": 12666, "cached": 135 }, "recalled": 112, "queries": [ "launched my website", "website launch date", "signed contract first client", "first client contract", "first client", "website live" ], "blockRows": 28, "blockChars": 20420, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:28:19.031Z" } } }, { "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 mentioned that you got back from a whitewater rafting trip in the Oregon mountains with a group of coworkers on 2023-06-17. Assuming you returned on the same day as the activity, today is 2023-06-20, so the trip was about 3 days ago.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1923, "ms": 20134, "ingest": { "rows": 738, "ms": 10329, "cached": 254 }, "recalled": 94, "queries": [ "whitewater rafting Oregon", "rafting trip mountains", "went rafting", "Oregon rafting date", "rafting in Oregon", "whitewater rafting" ], "blockRows": 35, "blockChars": 20444, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:28:21.091Z" } } }, { "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 mentioned harvesting your first batch of fresh herbs from the herb garden kit on 2023-04-15. Today's date is 2023-04-18. So, 2023-04-18 minus 2023-04-15 is 3 days ago. \n\nYou harvested your first batch of fresh herbs 3 days ago.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1724, "ms": 22091, "ingest": { "rows": 750, "ms": 12300, "cached": 181 }, "recalled": 91, "queries": [ "harvested herbs", "herb garden kit", "first batch of herbs", "picked herbs", "herb garden harvest", "first harvest" ], "blockRows": 25, "blockChars": 20268, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:28:23.179Z" } } }, { "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 attended the 'Summer Nights' festival at Universal Studios Hollywood on 2023-06-24. Today is 2023-08-05, so it was:\n\n2023-08-05 - 2023-06-24 = 6 weeks ago.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1212, "ms": 30773, "ingest": { "rows": 754, "ms": 14774, "cached": 232 }, "recalled": 127, "queries": [ "Summer Nights festival", "Universal Studios Hollywood", "went to Universal Studios", "attended Summer Nights", "Universal Studios trip", "Summer Nights date" ], "blockRows": 29, "blockChars": 20519, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:28:25.232Z" } } }, { "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. Today's date is 2023-03-26. Therefore, you participated in the run 7 days ago (2023-03-26 - 2023-03-19 = 7 days ago).", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.2222, "ms": 10691, "ingest": { "rows": 722, "ms": 150, "cached": 722 }, "recalled": 77, "queries": [ "5K charity run", "charity run date", "ran a 5K", "completed the 5K", "charity race", "5K run" ], "blockRows": 25, "blockChars": 20025, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:28:27.256Z" } } }, { "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": "Your post about the vegan chili recipe using #FoodieAdventures happened first on 2023-03-10, and your participation in the #PlankChallenge happened later on 2023-03-15. \n\nVegan chili recipe on 2023-03-10, #PlankChallenge on 2023-03-15 → chili recipe happened first.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.2642, "ms": 24854, "ingest": { "rows": 742, "ms": 12439, "cached": 166 }, "recalled": 124, "queries": [ "#PlankChallenge", "Plank Challenge", "vegan chili recipe", "vegan chili", "posted chili", "did the plank challenge" ], "blockRows": 33, "blockChars": 20479, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:28:29.372Z" } } }, { "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": "You fixed your mountain bike on 2023-03-15, and you decided to upgrade your road bike's pedals on 2023-03-19. So, 2023-03-19 minus 2023-03-15 equals 4 days. \n\n4 days passed between fixing your mountain bike and deciding to upgrade your road bike's pedals.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0984, "ms": 30865, "ingest": { "rows": 761, "ms": 14119, "cached": 320 }, "recalled": 53, "queries": [ "fixed mountain bike", "repaired mountain bike", "mountain bike fix", "upgrade road bike pedals", "road bike pedals", "new pedals road bike" ], "blockRows": 28, "blockChars": 19850, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:28:31.527Z" } } }, { "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": "To determine the order of graduations:\n\n1. Emma graduated from high school on 2022-05-27 (as her graduation was the day before your conversation on 2022-05-28).\n2. Rachel completed her master's degree on 2022-06-21 (as you attended her graduation the previous day, mentioned on 2022-06-22).\n3. Alex graduated from college about two weeks before your conversation on 2022-07-15, which would place his graduation around 2022-07-01.\n\nSo, Emma graduated first, Rachel graduated second, and Alex graduated third.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1277, "ms": 34331, "ingest": { "rows": 760, "ms": 21709, "cached": 191 }, "recalled": 99, "queries": [ "Emma graduated", "Rachel graduated", "Alex graduated", "Emma graduation date", "Rachel graduation date", "Alex graduation date" ], "blockRows": 31, "blockChars": 20144, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:28:33.637Z" } } }, { "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 mentioned reading the March 15th issue of The New Yorker on 2023-03-20. Today's date is 2023-04-01. \n\n2023-04-01 minus 2023-03-20 equals 12 days. \n\nYou read the issue about 12 days ago.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.2083, "ms": 23349, "ingest": { "rows": 783, "ms": 12583, "cached": 197 }, "recalled": 99, "queries": [ "March 15th New Yorker", "read New Yorker", "New Yorker issue", "March 15", "reading the New Yorker", "The New Yorker" ], "blockRows": 30, "blockChars": 20408, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:28:35.700Z" } } }, { "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": "Based on the excerpts, you finished \"The Nightingale\" by Kristin Hannah on 2023-01-31. Today is 2023-02-07, so it was about a week ago.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.2857, "ms": 20172, "ingest": { "rows": 733, "ms": 11103, "cached": 215 }, "recalled": 118, "queries": [ "finished reading", "read the last page", "completed a book", "finished a novel", "done with the book", "book I just finished" ], "blockRows": 28, "blockChars": 20165, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:28:37.736Z" } } }, { "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": "You mentioned participating in your company's annual charity soccer tournament. This was part of our conversation on 2023-06-17.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.4444, "ms": 6939, "ingest": { "rows": 797, "ms": 166, "cached": 797 }, "recalled": 102, "queries": [ "sports event", "race", "tournament", "game", "competition", "participated in" ], "blockRows": 28, "blockChars": 19988, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:28:40.797Z" } } }, { "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 excerpts do not contain information about you receiving a piece of jewelry or from whom it might have been received.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 0, "ms": 20763, "ingest": { "rows": 733, "ms": 12347, "cached": 164 }, "recalled": 135, "queries": [ "jewelry", "gift", "received", "last Saturday", "present", "who gave me" ], "blockRows": 40, "blockChars": 20692, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:28:42.896Z" } } }, { "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": "You participated in the \"Walk for Hunger\" charity event on 2023-03-19. Today is 2023-04-18, meaning it was about a month ago. You walked 5 kilometers with your colleagues from work to raise money for the local food bank. You participated in the \"Walk for Hunger\" charity event about a month ago.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1818, "ms": 21764, "ingest": { "rows": 719, "ms": 9724, "cached": 274 }, "recalled": 125, "queries": [ "charity event", "fundraiser", "volunteered", "donation", "marathon", "benefit" ], "blockRows": 41, "blockChars": 20714, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:28:44.980Z" } } }, { "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": "The excerpts do not contain information about who you attended a music event with last Saturday.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 0, "ms": 19426, "ingest": { "rows": 685, "ms": 8213, "cached": 306 }, "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": 29, "blockChars": 20093, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:28:47.051Z" } } }, { "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, you planted 12 new tomato saplings on 2023-04-21. Today is 2023-05-05, so this activity took place exactly 14 days ago.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.25, "ms": 24855, "ingest": { "rows": 735, "ms": 17669, "cached": 252 }, "recalled": 112, "queries": [ "gardening", "planted", "watering", "weeding", "garden", "yard work" ], "blockRows": 35, "blockChars": 20097, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:28:49.124Z" } } }, { "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": "You flew with American Airlines on your flight from LAX to JFK on February 14, 2023. You mentioned that it was delayed by 2 hours due to bad weather conditions.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.125, "ms": 27347, "ingest": { "rows": 712, "ms": 10288, "cached": 256 }, "recalled": 93, "queries": [ "Valentine's Day flight", "airline February 14", "flight on Valentine's", "booked flight February", "flying on Valentine's Day", "airline ticket February 14" ], "blockRows": 27, "blockChars": 20190, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:28:51.209Z" } } }, { "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 participating in a guided tour at the Museum of Modern Art focused on 20th-century modern art movements, as per the conversation on 2023-01-08. \n\nThe art-related event you participated in was held at the Museum of Modern Art.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1429, "ms": 22064, "ingest": { "rows": 750, "ms": 12752, "cached": 339 }, "recalled": 119, "queries": [ "art event", "art gallery", "art exhibition", "museum", "workshop", "where was the art event" ], "blockRows": 26, "blockChars": 20246, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No", "at": "2026-10-03T01:28:53.252Z" } } }, { "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": "The excerpts do not explicitly mention that you fixed or serviced any bike over the past weekend. However, you did mention that you fixed the flat tire on your mountain bike a few weeks ago, specifically before our conversation on 2023-03-15. You also planned to upgrade your road bike's pedals to clipless pedals around 2023-03-19. There is no mention of fixing or servicing a bike during the past weekend of 2023-03-18 to 2023-03-19.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0513, "ms": 26549, "ingest": { "rows": 736, "ms": 17034, "cached": 278 }, "recalled": 47, "queries": [ "bike fixed", "bike serviced", "repaired bike", "bike maintenance", "fixed my bike", "serviced my bike" ], "blockRows": 27, "blockChars": 19892, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No", "at": "2026-10-03T01:28:55.339Z" } } }, { "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": "The excerpts mention that you participated as a bridesmaid in your cousin's wedding. However, this event was not a week ago but mentioned during your planning for your own wedding on 2023-06-15. The excerpts do not support the premise of a life event involving a relative happening a week ago.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1224, "ms": 17746, "ingest": { "rows": 737, "ms": 10180, "cached": 260 }, "recalled": 117, "queries": [ "relative event", "family celebration", "wedding", "birthday", "funeral", "anniversary" ], "blockRows": 32, "blockChars": 20233, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No", "at": "2026-10-03T01:28:57.430Z" } } }, { "id": "gpt4_468eb064", "type": "temporal-reasoning", "question": "Who did I meet with during the lunch last Tuesday?", "answer": "Emma", "abstain": false, "mem": "on", "response": "You met with Emma, a freelance writer, during lunch last Tuesday, April 11, 2023.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1429, "ms": 23404, "ingest": { "rows": 718, "ms": 11420, "cached": 195 }, "recalled": 95, "queries": [ "lunch last Tuesday", "met for lunch", "who did I have lunch with", "Tuesday lunch meeting", "lunch appointment", "restaurant Tuesday" ], "blockRows": 38, "blockChars": 20553, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:28:59.482Z" } } }, { "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": "On Friday, 2023-03-31, you mentioned that you recently discovered a bluegrass band that features a banjo player and started enjoying their music. However, the specific name of the band or artist is not mentioned in the excerpts. The excerpts do not contain the specific artist's name that you started listening to last Friday.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 0.2182, "ms": 23003, "ingest": { "rows": 791, "ms": 13290, "cached": 171 }, "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": 31, "blockChars": 20435, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:29:01.549Z" } } }, { "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 didn't mention cooking something for a friend a couple of days ago. However, you did mention baking a chocolate cake for your friend's birthday party in a conversation on 2022-04-10.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1212, "ms": 20559, "ingest": { "rows": 775, "ms": 10614, "cached": 289 }, "recalled": 126, "queries": [ "cooked for friend", "cooking for friend", "made for friend", "dinner for friend", "recipe for friend", "what I cooked" ], "blockRows": 28, "blockChars": 20317, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:29:03.570Z" } } }, { "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": "About four weeks ago, you mentioned focusing on current projects, including wrapping up the Johnson account, onboarding your new team, and mentoring Alex. The deadline for wrapping up the Johnson account was in two weeks from that date. This indicates a significant business milestone related to completing the Johnson account.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0, "ms": 16675, "ingest": { "rows": 718, "ms": 8269, "cached": 330 }, "recalled": 166, "queries": [ "business milestone", "big win", "achievement", "deal closed", "launched", "reached goal" ], "blockRows": 31, "blockChars": 20199, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:29:05.655Z" } } }, { "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 on Wednesday, which was February 1, 2023, you started taking ukulele lessons with your friend Rachel. You mentioned that it was really fun so far.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.3429, "ms": 11913, "ingest": { "rows": 719, "ms": 93, "cached": 719 }, "recalled": 87, "queries": [ "Rachel Wednesday", "Rachel two months ago", "what I did with Rachel", "Wednesday activities", "meeting Rachel", "hanging out with Rachel" ], "blockRows": 34, "blockChars": 20180, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:29:07.936Z" } } }, { "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": "On 2023-02-18, you attended a guided tour at the Natural History Museum with your dad. There is no mention of a friend accompanying you on this visit. \n\nYou mentioned: \"I attended a guided tour at the Natural History Museum yesterday with my dad and was really impressed by the fossil collection on display, especially the new T-Rex skeleton they acquired.\"", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1587, "ms": 22120, "ingest": { "rows": 754, "ms": 8467, "cached": 364 }, "recalled": 84, "queries": [ "museum", "visited a museum", "went to a museum", "museum friend", "museum alone", "museum trip" ], "blockRows": 29, "blockChars": 20460, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:29:10.034Z" } } }, { "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": "The excerpts do not mention any investment related to a competition four weeks ago.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 0, "ms": 17732, "ingest": { "rows": 721, "ms": 9314, "cached": 288 }, "recalled": 100, "queries": [ "investment competition", "bought for competition", "what did I buy", "investment", "competition", "bought" ], "blockRows": 30, "blockChars": 20155, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:29:12.169Z" } } }, { "id": "gpt4_8279ba03", "type": "temporal-reasoning", "question": "What kitchen appliance did I buy 10 days ago?", "answer": "a smoker", "abstain": false, "mem": "on", "response": "The excerpts do not mention you buying a kitchen appliance 10 days ago.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 0, "ms": 33645, "ingest": { "rows": 742, "ms": 16946, "cached": 232 }, "recalled": 103, "queries": [ "bought kitchen appliance", "purchased kitchen appliance", "new appliance", "ordered kitchen appliance", "kitchen gadget", "bought for kitchen" ], "blockRows": 33, "blockChars": 20462, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:29:14.236Z" } } }, { "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": "You attended the Maundy Thursday service at the Episcopal Church last week.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.3333, "ms": 17297, "ingest": { "rows": 750, "ms": 9876, "cached": 296 }, "recalled": 111, "queries": [ "religious activity", "church", "temple", "mosque", "synagogue", "last week" ], "blockRows": 37, "blockChars": 20349, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:29:16.377Z" } } }, { "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": "You participated in a social media challenge called #PlankChallenge. You mentioned it in the conversation on 2023-03-15, which was 5 days ago (2023-03-15 to 2023-03-20 → 5 days ago).", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.4, "ms": 23810, "ingest": { "rows": 716, "ms": 13478, "cached": 101 }, "recalled": 129, "queries": [ "posted on social media", "shared on social media", "tweeted", "Instagram", "Facebook", "LinkedIn" ], "blockRows": 40, "blockChars": 20700, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:29:18.618Z" } } }, { "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": "The first issue you mentioned with your new car after its first service on March 15th was a problem with the GPS system, which occurred on March 22nd. You had to take it back to the dealership to get the GPS system fixed, and they replaced the entire system.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0833, "ms": 12251, "ingest": { "rows": 748, "ms": 108, "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": 36, "blockChars": 20240, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:29:20.670Z" } } }, { "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": "You attended the 'Data Analysis using Python' webinar two months ago from today's date (2023-05-24) and the 'Effective Time Management' workshop on the Saturday before today. Since two months ago was before last Saturday, you attended the 'Data Analysis using Python' webinar first.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.2128, "ms": 32087, "ingest": { "rows": 755, "ms": 17156, "cached": 240 }, "recalled": 141, "queries": [ "Effective Time Management workshop", "Data Analysis using Python webinar", "attended workshop", "joined webinar", "time management", "python data analysis" ], "blockRows": 25, "blockChars": 20198, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:29:22.686Z" } } }, { "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": "You took care of your bike first in February. You had your bike repaired in mid-February, and you washed your current Toyota Corolla on Monday, February 27th.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.069, "ms": 29832, "ingest": { "rows": 738, "ms": 14323, "cached": 231 }, "recalled": 87, "queries": [ "February bike", "February car", "fixed the bike", "fixed the car", "worked on the bike", "worked on the car" ], "blockRows": 29, "blockChars": 20071, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:29:24.690Z" } } }, { "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. You purchased it on February 20th, 2023. The Dell XPS 13 arrived on February 25th, 2023, after a delay from the original expected date of February 11th. \n\nSo, Samsung Galaxy S22 on 2023-02-20, Dell XPS 13 on 2023-02-25 → Samsung Galaxy S22 was first.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1132, "ms": 22146, "ingest": { "rows": 712, "ms": 11876, "cached": 166 }, "recalled": 109, "queries": [ "Samsung Galaxy S22", "Dell XPS 13", "bought Samsung", "bought Dell", "got S22", "got XPS" ], "blockRows": 40, "blockChars": 21124, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:29:26.771Z" } } }, { "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": "The workshop on \"Effective Communication in the Workplace\" was attended on January 10th, and the upcoming team meeting is on January 17th. \n\nJanuary 17th (meeting date) - January 10th (workshop date) = 7 days\n\nYou attended the workshop 7 days before the team meeting.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1702, "ms": 31144, "ingest": { "rows": 735, "ms": 12706, "cached": 321 }, "recalled": 93, "queries": [ "team meeting preparation", "Effective Communication in the Workplace workshop", "when was the team meeting", "date of communication workshop", "preparing for meeting", "attended communication workshop" ], "blockRows": 29, "blockChars": 19963, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:29:28.795Z" } } }, { "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 was attended on 2023-01-02, and the Ash Wednesday service at the cathedral was attended on 2023-02-01. To calculate the number of days between these dates:\n\n- From 2023-01-02 to 2023-01-31 is 29 days.\n- Adding the single day of 2023-02-01 gives a total of 30 days.\n\nTherefore, 30 days had passed between the Sunday mass and the Ash Wednesday service.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1538, "ms": 25180, "ingest": { "rows": 729, "ms": 11820, "cached": 173 }, "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": 27, "blockChars": 20306, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:29:30.921Z" } } }, { "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": "You started working with Rachel on 2022-02-15, and you found a house you loved on 2022-03-01. \n\n2022-03-01 minus 2022-02-15 → 14 days.\n\nIt took you 14 days to find a house you loved after starting to work with Rachel.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1481, "ms": 12345, "ingest": { "rows": 770, "ms": 134, "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 house" ], "blockRows": 27, "blockChars": 20187, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:29:33.166Z" } } }, { "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 on 2023-02-20, while the marigold seeds arrived on 2023-03-03 and were started shortly thereafter. Therefore, the tomatoes were started before the marigolds.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0714, "ms": 26983, "ingest": { "rows": 747, "ms": 9435, "cached": 317 }, "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": 25, "blockChars": 20213, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:29:35.365Z" } } }, { "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": "The Holi celebration at the local temple took place on 2023-02-26. The Sunday mass at St. Mary's Church, where you listened to Father John's sermon, was attended on 2023-03-19. To find the number of days between these two events, we calculate:\n\nFrom 2023-02-26 to 2023-03-19 → 3 weeks + 6 days = 27 days\n\n27 days passed between the Holi celebration and the Sunday mass at St. Mary's Church.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0494, "ms": 25954, "ingest": { "rows": 735, "ms": 15214, "cached": 134 }, "recalled": 98, "queries": [ "Holi", "Hindu festival", "St. Mary's Church", "Sunday mass", "went to mass", "celebrated Holi" ], "blockRows": 31, "blockChars": 20188, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:29:37.418Z" } } }, { "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": "You participated in the \"Turbocharged Tuesdays\" event on June 14th and attended the \"Rack Fest\" on June 18th. So, June 18 - June 14 → 4 days before the \"Rack Fest.\"", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1429, "ms": 23318, "ingest": { "rows": 724, "ms": 9456, "cached": 287 }, "recalled": 97, "queries": [ "Rack Fest", "Turbocharged Tuesdays", "participated in Turbocharged Tuesdays", "attended Rack Fest", "Turbocharged Tuesday date", "Rack Fest date" ], "blockRows": 25, "blockChars": 20220, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:29:39.464Z" } } }, { "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, which you had been meaning to do for weeks.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.3, "ms": 19086, "ingest": { "rows": 788, "ms": 10840, "cached": 280 }, "recalled": 87, "queries": [ "cleaned shoes", "washing shoes", "shoe cleaning", "sneakers clean", "boots clean", "shoes last month" ], "blockRows": 32, "blockChars": 20254, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:29:41.526Z" } } }, { "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. The user mentioned having to take their stand mixer to a repair shop last month, while the coffee maker was purchased about three weeks before today (2023-05-25). Therefore, the stand mixer's malfunction occurred before the purchase of the coffee maker.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1702, "ms": 31032, "ingest": { "rows": 735, "ms": 20727, "cached": 226 }, "recalled": 106, "queries": [ "bought coffee maker", "purchased coffee maker", "coffee maker order", "stand mixer malfunction", "stand mixer broken", "mixer stopped working" ], "blockRows": 24, "blockChars": 19990, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:29:43.610Z" } } }, { "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\" 5K walk occurred on February 21st, and the \"Coastal Cleanup\" event took place on March 7th. To calculate the number of days between the two events:\n\n- From February 21 to the end of February: 7 days (since February has 28 days)\n- From March 1 to March 7: 7 days\n\nAdding these two segments gives us 7 + 7 = 14 days.\n\n14 days had passed between the \"Walk for Hunger\" event and the \"Coastal Cleanup\" event.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0741, "ms": 36692, "ingest": { "rows": 757, "ms": 19235, "cached": 170 }, "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": 27, "blockChars": 20095, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:29:45.800Z" } } }, { "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": "You purchased the dog bed for Max about three weeks ago from Petco, as mentioned in the conversation dated on 2023-05-29. You purchased the training pads for Luna about a month ago. Therefore, you purchased the training pads for Luna first.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1905, "ms": 31804, "ingest": { "rows": 739, "ms": 15689, "cached": 186 }, "recalled": 92, "queries": [ "dog bed Max", "training pads Luna", "bought dog bed", "purchased training pads", "Max bed", "Luna pads" ], "blockRows": 30, "blockChars": 20121, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:29:47.935Z" } } }, { "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": "You trimmed the goats' hooves first. You mentioned completing the hoof trimming about two weeks prior to 2023-05-25, which would be around 2023-05-11. You fixed the fence three weeks prior to 2023-05-25, which would be around 2023-05-04. This means you fixed the fence first, then trimmed the goats' hooves.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.037, "ms": 21953, "ingest": { "rows": 714, "ms": 10247, "cached": 247 }, "recalled": 96, "queries": [ "fixed the fence", "fixing the fence", "trimmed the goats' hooves", "trimming the goats' hooves", "goat hooves", "fence repair" ], "blockRows": 30, "blockChars": 20205, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:29:49.996Z" } } }, { "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": "Prior to the \"Run for the Cure\" event on October 15th, you participated in at least one other charity event: you volunteered at the \"Food for Thought\" charity gala on September 25th, 2023. \n\n1. Volunteered at \"Food for Thought\" charity gala on 2023-09-25.\n\nBased on the excerpts, you participated in one charity event before the \"Run for the Cure.\"", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0, "ms": 24296, "ingest": { "rows": 723, "ms": 12619, "cached": 145 }, "recalled": 104, "queries": [ "Run for the Cure", "charity event", "fundraiser", "volunteered", "donated", "benefit" ], "blockRows": 25, "blockChars": 20149, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": false, "raw": "No", "at": "2026-10-03T01:29:52.095Z" } } }, { "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 excerpts do not provide information about any employment before your current job at NovaTech. You mentioned working at NovaTech for about 4 years and 3 months, but there is no mention of previous jobs or the time spent in them.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1818, "ms": 19933, "ingest": { "rows": 708, "ms": 11333, "cached": 180 }, "recalled": 168, "queries": [ "NovaTech start date", "previous job", "employment history", "first job", "work experience", "career timeline" ], "blockRows": 31, "blockChars": 20616, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No", "at": "2026-10-03T01:29:54.135Z" } } }, { "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": "You finished reading \"The Hate U Give\" by Angie Thomas a few days before your book club meeting, which was two weeks before the conversation on 2023-05-30. You finished \"The Nightingale\" by Kristin Hannah last weekend before 2023-05-30. Therefore, you finished reading \"The Hate U Give\" first.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1224, "ms": 35658, "ingest": { "rows": 725, "ms": 22872, "cached": 162 }, "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": 31, "blockChars": 20248, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:29:56.248Z" } } }, { "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": "You set up the smart thermostat first. You mentioned that the smart thermostat had been set up for a month and was helping with your energy bills before discussing the mesh network system upgrade. On 2023-05-25, you indicated the mesh network system was already in place when talking about your interest in upgrading your desktop computer. It's implied that the smart thermostat was set up first, as it had already been in use for a month.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0541, "ms": 21254, "ingest": { "rows": 707, "ms": 10422, "cached": 226 }, "recalled": 120, "queries": [ "set up smart thermostat", "installed smart thermostat", "set up mesh network", "installed mesh network", "mesh system setup", "thermostat installation" ], "blockRows": 26, "blockChars": 20152, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:29:58.297Z" } } }, { "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 mentioned booking the Airbnb in Haight-Ashbury for your best friend's wedding three months in advance. Your friend's wedding took place exactly two months ago. Therefore, you booked the Airbnb about 5 months ago.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1053, "ms": 10122, "ingest": { "rows": 741, "ms": 66, "cached": 741 }, "recalled": 83, "queries": [ "Airbnb San Francisco", "booked Airbnb SF", "San Francisco reservation", "Airbnb confirmation", "stay in San Francisco", "SF rental" ], "blockRows": 25, "blockChars": 20095, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:30:00.324Z" } } }, { "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 mentioned that you finished \"The Seven Husbands of Evelyn Hugo\" in two and a half weeks and \"The Nightingale\" in three weeks. Combined, this would be approximately 5.5 weeks (2.5 weeks + 3 weeks).", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1667, "ms": 30174, "ingest": { "rows": 738, "ms": 11612, "cached": 205 }, "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": 30, "blockChars": 20152, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:30:02.385Z" } } }, { "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 the first BBQ event in June on the 3rd of June, 2023.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.2857, "ms": 38270, "ingest": { "rows": 718, "ms": 22141, "cached": 191 }, "recalled": 64, "queries": [ "BBQ June", "barbecue June", "went to a BBQ in June", "first BBQ June", "June cookout", "June grill" ], "blockRows": 29, "blockChars": 20025, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:30:04.533Z" } } }, { "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": "You attended the annual Holiday Market at the local mall a week before Black Friday. You bought your iPhone 13 Pro on Black Friday, which is November 24, 2023. Therefore, you attended the Holiday Market 7 days before that, on November 17, 2023. \n\nSo, you attended the Holiday Market 7 days before you bought the iPhone 13 Pro.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.129, "ms": 18860, "ingest": { "rows": 711, "ms": 9659, "cached": 262 }, "recalled": 121, "queries": [ "iPhone 13 Pro", "bought iPhone", "Holiday Market", "attended Holiday Market", "purchased phone", "visited market" ], "blockRows": 28, "blockChars": 20116, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:30:06.537Z" } } }, { "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": "According to the excerpts, you started watching \"Game of Thrones\" about a month before May 29, 2023. You mentioned binge-watching the third season of \"The Crown\" and finishing it in 14 days, but you did not specify when you started watching it. Since you finished \"Game of Thrones\" season 4 by May 29, 2023, and started watching it about a month earlier, it is implied that you began \"Game of Thrones\" first compared to this conversation date.\n\nYou started watching \"Game of Thrones\" before \"The Crown.\"", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0714, "ms": 42657, "ingest": { "rows": 761, "ms": 23279, "cached": 151 }, "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": 29, "blockChars": 20152, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:30:08.581Z" } } }, { "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 mentioned joining the \"Book Lovers Unite\" Facebook group three weeks before asking for thriller book recommendations on 2023-05-28. You also mentioned attending a meetup organized by them \"last week.\" So, you had been a member of the group for about two weeks when you attended the meetup.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0851, "ms": 21568, "ingest": { "rows": 723, "ms": 9628, "cached": 275 }, "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": 31, "blockChars": 19999, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:30:10.655Z" } } }, { "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 mentioned getting into stand-up comedy about 3 months after watching a Netflix special by John Mulaney, which started your interest in stand-up, and later attended an open mic night. However, the specific time when you attended the open mic night is mentioned as \"last month.\" \n\nGiven that today's date is 2023-05-20, and assuming the open mic was in April 2023, you had been watching stand-up comedy for approximately 2 months by then. \n\nSo, about 2 months of watching stand-up comedy regularly when you attended the open mic night.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0435, "ms": 12510, "ingest": { "rows": 758, "ms": 111, "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": 28, "blockChars": 20170, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:30:12.702Z" } } }, { "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": "You wake up 15 minutes earlier to meditate and practice some yoga poses on Tuesdays and Thursdays. This means that if your usual wake-up time is around 7:00 AM, you would be waking up at approximately 6:45 AM on those days.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1277, "ms": 36222, "ingest": { "rows": 826, "ms": 22394, "cached": 233 }, "recalled": 71, "queries": [ "Tuesday wake up time", "Thursday wake up time", "Tuesday morning routine", "Thursday morning routine", "what time do I wake up", "alarm time Tuesday Thursday" ], "blockRows": 43, "blockChars": 20560, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:30:14.788Z" } } }, { "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": "You bought your Adidas running shoes on January 10th, 2023, and you realized one of the shoelaces on your old Converse sneakers had broken on January 24th, 2023. \n\nJanuary 24th - January 10th = 14 days. \n\nSo, 14 days had passed between buying your Adidas running shoes and the realization about your Converse sneakers.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1, "ms": 18666, "ingest": { "rows": 717, "ms": 8884, "cached": 305 }, "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": 26, "blockChars": 19993, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:30:16.834Z" } } }, { "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 arrival of the new 50mm f/1.8 prime lens happened first, about a month ago from May 23, 2023. The road trip to the coast happened the week before May 23, 2023. Therefore, the arrival of the prime lens was before the road trip.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.2381, "ms": 20416, "ingest": { "rows": 787, "ms": 10518, "cached": 297 }, "recalled": 117, "queries": [ "road trip coast", "drove to the coast", "new prime lens", "lens arrived", "bought a prime lens", "got the new lens" ], "blockRows": 33, "blockChars": 20379, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:30:18.898Z" } } }, { "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 conversation excerpts, you flew with United Airlines multiple times in March for a business trip to Chicago from March 10th to March 12th, with two flights each way. In April, you flew with American Airlines for a vacation to Hawaii with your family from April 20th to April 27th. Since exact numbers of flights aren't given, we only know the specific instances, but it's indicated you flew more often in March with United Airlines due to the multiple flights involved in the Chicago trip. \n\nUnited Airlines: 4 flights in March (March 10th to 12th) \nAmerican Airlines: Mention of flights in April (April 20th to 27th) \n\nConsidering these details, you flew more with United Airlines in March than American Airlines in April.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0328, "ms": 37955, "ingest": { "rows": 743, "ms": 15905, "cached": 185 }, "recalled": 73, "queries": [ "flights March", "flights April", "airline March", "airline April", "booked flight March", "booked flight April" ], "blockRows": 30, "blockChars": 20367, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:30:21.188Z" } } }, { "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 that you had been getting into bird watching for about three months by 2023-05-21, and you attended a bird watching workshop a month before that. So, you had been bird watching for approximately two months when you attended the workshop.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.093, "ms": 35902, "ingest": { "rows": 705, "ms": 18889, "cached": 177 }, "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": 29, "blockChars": 20072, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:30:23.202Z" } } }, { "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": "You took the solo trip to Thailand first. You mentioned that you traveled to Thailand last year, while the trip to Europe with your family was just last month. Here’s the arithmetic: the Thailand trip was in 2022 (more than a year ago since today is 2023-05-28), and the Europe trip was in April 2023.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1429, "ms": 12378, "ingest": { "rows": 740, "ms": 93, "cached": 740 }, "recalled": 92, "queries": [ "Europe family trip", "solo trip Thailand", "trip to Europe", "Thailand trip", "visited Europe", "visited Thailand" ], "blockRows": 26, "blockChars": 19996, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:30:25.391Z" } } }, { "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 on January 15th, 2023, and then set up the smart thermostat on February 10th, 2023. \n\nNew router: 2023-01-15 \nSmart thermostat: 2023-02-10\n\nSo, the new router was set up first.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1026, "ms": 21344, "ingest": { "rows": 772, "ms": 10363, "cached": 299 }, "recalled": 104, "queries": [ "set up smart thermostat", "installed smart thermostat", "set up new router", "installed new router", "router setup date", "thermostat setup date" ], "blockRows": 27, "blockChars": 20020, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:30:27.542Z" } } }, { "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 mentioned having a persistent cough for three weeks before visiting Dr. Smith on February 10th, while you had a minor surgical procedure to remove a skin tag on February 22nd. Therefore, the persistent cough was the first issue you dealt with.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0889, "ms": 26153, "ingest": { "rows": 773, "ms": 16163, "cached": 244 }, "recalled": 130, "queries": [ "persistent cough", "coughing", "skin tag removal", "skin tag", "dermatologist", "doctor visit" ], "blockRows": 28, "blockChars": 20106, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:30:29.606Z" } } }, { "id": "d01c6aa8", "type": "temporal-reasoning", "question": "How old was I when I moved to the United States?", "answer": "27", "abstain": false, "mem": "on", "response": "The excerpts do not contain information about your age when you moved to the United States.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 0, "ms": 25443, "ingest": { "rows": 698, "ms": 10376, "cached": 220 }, "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": 31, "blockChars": 20369, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:30:31.710Z" } } }, { "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 mentioned getting the new area rug for your living room a month before asking for plant care advice on 2023-05-26. You rearranged your living room furniture three weeks before discussing decorative items for your living room, which was also on 2023-05-26. \n\nSo, when you rearranged your furniture, you had been using the new area rug for about one week.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0811, "ms": 22621, "ingest": { "rows": 736, "ms": 11478, "cached": 207 }, "recalled": 107, "queries": [ "new area rug", "bought rug", "living room furniture", "rearranged living room", "moved the couch", "furniture layout" ], "blockRows": 31, "blockChars": 20228, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:30:33.803Z" } } }, { "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 for your best friend's birthday on April 15th, and her birthday party was on April 22nd. Therefore, you ordered her gift 7 days before the party (April 22 - April 15 = 7 days).", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1277, "ms": 22179, "ingest": { "rows": 831, "ms": 10104, "cached": 359 }, "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": 31, "blockChars": 20458, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:30:35.817Z" } } }, { "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 excerpts do not specify the precise order of the trips, but the solo trip to Europe is mentioned as occurring \"last summer,\" while the family road trip across the American Southwest took place \"a few years ago.\" This suggests that the family road trip happened before the solo trip to Europe.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.2449, "ms": 19470, "ingest": { "rows": 743, "ms": 10503, "cached": 260 }, "recalled": 115, "queries": [ "solo trip to Europe", "family road trip American Southwest", "went to Europe", "drove through Southwest", "first trip", "travel history" ], "blockRows": 25, "blockChars": 20285, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:30:37.971Z" } } }, { "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 mentioned that you got your new binoculars exactly three weeks before noticing the return of the American goldfinches. You saw the goldfinches a week before our conversation on 2023-05-20, which means you used your new binoculars for about two weeks before spotting them (3 weeks - 1 week ago = 2 weeks). \n\nYou used your new binoculars for about two weeks before seeing the American goldfinches return.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0615, "ms": 23594, "ingest": { "rows": 752, "ms": 10404, "cached": 270 }, "recalled": 122, "queries": [ "when did I get new binoculars", "bought binoculars", "saw American goldfinches", "goldfinches returning", "first time seeing goldfinches with binoculars", "bird watching binoculars" ], "blockRows": 26, "blockChars": 19958, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:30:40.030Z" } } }, { "id": "gpt4_88806d6e", "type": "temporal-reasoning", "question": "Who did I meet first, Mark and Sarah or Tom?", "answer": "Tom", "abstain": false, "mem": "on", "response": "You met Tom first, as you mentioned meeting him at a charity event a few months ago. You met Mark and Sarah on a beach trip about a month ago.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0741, "ms": 22028, "ingest": { "rows": 764, "ms": 10913, "cached": 257 }, "recalled": 76, "queries": [ "met Mark", "met Sarah", "met Tom", "meeting Mark", "meeting Sarah", "meeting Tom" ], "blockRows": 30, "blockChars": 20130, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:30:42.099Z" } } }, { "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": "You were accepted into the exchange program on March 20th and started attending the pre-departure orientation sessions on March 27th, which is 1 week later (March 27 - March 20 = 7 days / 7 days per week = 1 week). Therefore, you had been accepted for 1 week when you started attending the orientation sessions.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0385, "ms": 24501, "ingest": { "rows": 756, "ms": 12086, "cached": 219 }, "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": 26, "blockChars": 20366, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:30:44.149Z" } } }, { "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": "You joined the 'Page Turners' book club first on 2023-05-25, and you joined the 'Marketing Professionals' group on LinkedIn the day before, which is also on 2023-05-25 according to your messages. Assuming these actions were on consecutive days, you joined 'Marketing Professionals' first, one day earlier.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0816, "ms": 20485, "ingest": { "rows": 717, "ms": 6807, "cached": 403 }, "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": 28, "blockChars": 20166, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No", "at": "2026-10-03T01:30:46.205Z" } } }, { "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 with your new instructor, Alex, for six weeks when you mentioned it on 2023-05-25, and you bought the new guitar amp two weeks before that date. Therefore, you had been taking guitar lessons for about four weeks when you bought the new guitar amp.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0769, "ms": 36101, "ingest": { "rows": 759, "ms": 19076, "cached": 136 }, "recalled": 109, "queries": [ "guitar lessons", "started guitar lessons", "bought guitar amp", "new amp", "guitar teacher", "practicing guitar" ], "blockRows": 30, "blockChars": 19969, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:30:48.251Z" } } }, { "id": "gpt4_2f56ae70", "type": "temporal-reasoning", "question": "Which streaming service did I start using most recently?", "answer": "Disney+", "abstain": false, "mem": "on", "response": "You started using Disney+ most recently, beginning a free trial last month from today's date, 2023-05-26.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1053, "ms": 22200, "ingest": { "rows": 709, "ms": 11332, "cached": 243 }, "recalled": 142, "queries": [ "started using streaming service", "signed up for streaming", "new subscription", "Netflix", "Hulu", "Disney+" ], "blockRows": 32, "blockChars": 20412, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:30:50.365Z" } } }, { "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 May 15th, and your anniversary is on July 22nd. \n\nCalculating the time between these dates:\n- From May 15th to July 15th is 2 months.\n- From July 15th to July 22nd is an additional week.\n\nSo, Rachel got engaged approximately 2 months and 1 week before your anniversary.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.04, "ms": 10283, "ingest": { "rows": 726, "ms": 102, "cached": 726 }, "recalled": 102, "queries": [ "Rachel engaged", "Rachel engagement date", "anniversary date", "when did Rachel get engaged", "my anniversary", "Rachel proposal" ], "blockRows": 31, "blockChars": 20169, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:30:52.511Z" } } }, { "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 lost their phone charger about two weeks before 2023-05-26, and they received their new phone case about a month before 2023-05-26. Thus, receiving the new phone case happened first.\n\nLost phone charger: about two weeks ago (approximately 2023-05-12) \nReceived new phone case: about one month ago (approximately 2023-04-26) \n\nReceiving the new phone case happened first.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1231, "ms": 25194, "ingest": { "rows": 759, "ms": 12090, "cached": 199 }, "recalled": 95, "queries": [ "lost phone charger", "missing charger", "new phone case", "received phone case", "bought phone case", "where is my charger" ], "blockRows": 29, "blockChars": 20270, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:30:54.615Z" } } }, { "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": "You met the tourist from Australia first. You encountered him on the subway last Thursday before 2023-05-23, which would be on 2023-05-18. You met the woman selling jam at the farmer's market two weeks before 2023-05-23, which would be on 2023-05-06. Therefore, you met the woman selling jam first.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.2333, "ms": 32641, "ingest": { "rows": 748, "ms": 13523, "cached": 239 }, "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": 30, "blockChars": 20217, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:30:56.741Z" } } }, { "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 first. It was on April 10th, and the pride parade was on May 1st, 2023.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.2857, "ms": 19493, "ingest": { "rows": 722, "ms": 11474, "cached": 190 }, "recalled": 126, "queries": [ "meeting with Rachel", "met Rachel", "pride parade", "went to pride", "Rachel", "Pride" ], "blockRows": 31, "blockChars": 20700, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:30:58.806Z" } } }, { "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": "You bought the necklace for your sister first. You mentioned purchasing it last weekend on 2023-05-30 (so around 2023-05-27), while you ordered the customized photo album from Shutterfly two weeks before 2023-05-30, which was around 2023-05-16. \n\nSo, the sequence is: necklace for your sister around 2023-05-27, photo album for your mom around 2023-05-16.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1194, "ms": 29087, "ingest": { "rows": 705, "ms": 10261, "cached": 241 }, "recalled": 64, "queries": [ "bought necklace sister", "bought photo album mom", "necklace for sister", "photo album for mom", "gift for sister", "gift for mom" ], "blockRows": 29, "blockChars": 19864, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No", "at": "2026-10-03T01:31:01.040Z" } } }, { "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": "You joined the recreational volleyball league about 2 months before May 24, 2023, which would be around March 24, 2023. You participated in the charity 5K run about a month before May 24, 2023, which would be around April 24, 2023. Therefore, you participated in the volleyball league first (around 2023-03-24) before the charity 5K run (around 2023-04-24).", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0678, "ms": 21964, "ingest": { "rows": 694, "ms": 10119, "cached": 267 }, "recalled": 99, "queries": [ "volleyball league", "charity 5K run", "children's hospital run", "joined volleyball", "ran 5K", "signed up for volleyball" ], "blockRows": 26, "blockChars": 19978, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:31:03.112Z" } } }, { "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": "Your attendance at a cultural festival happened first. You attended the cultural festival on a date unspecified before planning your trip to Europe on 2023-05-27. You started taking Spanish classes three months before 2023-05-27, meaning around late February 2023. Therefore, the cultural festival occurred before the start of your Spanish classes.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0769, "ms": 18739, "ingest": { "rows": 749, "ms": 147, "cached": 749 }, "recalled": 125, "queries": [ "cultural festival", "Spanish classes", "went to a cultural festival", "started Spanish classes", "Spanish course", "festival attendance" ], "blockRows": 30, "blockChars": 20265, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No", "at": "2026-10-03T01:31:05.157Z" } } }, { "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. You began working on it about three weeks before May 29, 2023, which would be around May 8, 2023. The Japanese Zero fighter plane model was started about a month before May 29, 2023, which would be on or around April 29, 2023. Therefore, the Japanese Zero fighter plane model was started first.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1613, "ms": 17950, "ingest": { "rows": 739, "ms": 8069, "cached": 366 }, "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": 24, "blockChars": 20005, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:31:07.496Z" } } }, { "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 first. Her twins, Jackson and Julia, were born on February 12th, while Alex adopted a baby girl from China in January. Since the twin's birth and Alex's adoption both happened in the same year, Alex became a parent first by a few weeks.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0455, "ms": 22740, "ingest": { "rows": 717, "ms": 15275, "cached": 312 }, "recalled": 91, "queries": [ "Rachel baby", "Rachel child", "Rachel parent", "Alex baby", "Alex child", "Alex parent" ], "blockRows": 32, "blockChars": 20213, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:31:11.024Z" } } }, { "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": "You bought the gift for your brother's graduation ceremony on March 8, 2023, and the birthday gift for your best friend on March 15, 2023. \n\nMarch 15, 2023 - March 8, 2023 = 7 days\n\n7 days had passed between the two purchases.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1633, "ms": 20280, "ingest": { "rows": 701, "ms": 10559, "cached": 219 }, "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": 29, "blockChars": 20071, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:31:13.096Z" } } }, { "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": "The excerpts mention you fixing the broken fence on the east side of your property three weeks ago from the date of the conversation on 2023-05-21, which would be around April 30, 2023. However, there is no mention of you purchasing three cows from Peter in the excerpts. Therefore, I can only confirm that you fixed the fence, and there is no information about the cow purchase. \n\nThe excerpt supports the completion of fixing the fence but does not mention purchasing cows.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 1, "ms": 33097, "ingest": { "rows": 775, "ms": 13018, "cached": 298 }, "recalled": 96, "queries": [ "fixing the fence", "fixed the fence", "purchasing cows from Peter", "bought cows from Peter", "Peter cows", "fence repair" ], "blockRows": 27, "blockChars": 20335, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:31:15.069Z" } } }, { "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 excerpts do not support the premise that you started a job at Google. Therefore, I cannot answer how long you were working before such a job.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 1, "ms": 26241, "ingest": { "rows": 851, "ms": 18471, "cached": 292 }, "recalled": 183, "queries": [ "Google start date", "previous job", "employment history", "first job", "work experience", "career timeline" ], "blockRows": 34, "blockChars": 20729, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:31:17.118Z" } } }, { "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 excerpts do not contain any information about booking an Airbnb in Sacramento.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 1, "ms": 13623, "ingest": { "rows": 759, "ms": 61, "cached": 759 }, "recalled": 123, "queries": [ "Airbnb Sacramento", "booked Sacramento", "Sacramento rental", "Airbnb confirmation Sacramento", "stay in Sacramento", "Sacramento trip booking" ], "blockRows": 31, "blockChars": 20336, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:31:19.138Z" } } }, { "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 excerpts do not mention when you bought your iPad, so I cannot determine how many days before that you attended the Holiday Market.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 1, "ms": 27966, "ingest": { "rows": 754, "ms": 13808, "cached": 257 }, "recalled": 118, "queries": [ "iPad purchase", "bought iPad", "Holiday Market", "attended Holiday Market", "went to Holiday Market", "iPad order" ], "blockRows": 26, "blockChars": 20460, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:31:21.160Z" } } }, { "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 do not mention a Porsche 991 Turbo S model. They only mention that you started working on the Ferrari 288 GTO model about three weeks before May 23, 2023, on a Sunday afternoon. Since the excerpts do not reference a Porsche model, they do not support the premise that you've started a Porsche project.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 1, "ms": 16137, "ingest": { "rows": 730, "ms": 8072, "cached": 359 }, "recalled": 88, "queries": [ "Ferrari model", "Porsche 991 Turbo S", "started Ferrari", "started Porsche", "building Ferrari", "building Porsche" ], "blockRows": 23, "blockChars": 20053, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:31:23.110Z" } } }, { "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 excerpts mention that Alex adopted a baby girl from China in January, but they do not specify any details about Tom becoming a parent. Therefore, based on the available information, Alex became a parent first.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0, "ms": 28380, "ingest": { "rows": 739, "ms": 10543, "cached": 233 }, "recalled": 99, "queries": [ "Tom baby", "Tom child", "Tom father", "Alex baby", "Alex child", "Alex father" ], "blockRows": 36, "blockChars": 20582, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:31:25.157Z" } } }, { "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": "Your personal best time in the charity 5K run was 27:12.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0, "ms": 20489, "ingest": { "rows": 679, "ms": 8077, "cached": 304 }, "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": 30, "blockChars": 20150, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:31:27.771Z" } } }, { "id": "6aeb4375", "type": "knowledge-update", "question": "How many Korean restaurants have I tried in my city?", "answer": "four", "abstain": false, "mem": "on", "response": "You've mentioned trying different Korean restaurants twice. On 2023-09-30, you said you've tried \"three different ones,\" and on the same day later, you mentioned trying \"four different ones.\" Therefore, it appears you have tried four Korean restaurants in your city.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0455, "ms": 21331, "ingest": { "rows": 709, "ms": 9893, "cached": 253 }, "recalled": 74, "queries": [ "Korean restaurant", "Korean food", "ate at Korean", "tried Korean", "Korean place", "Korean dinner" ], "blockRows": 33, "blockChars": 20120, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:31:30.076Z" } } }, { "id": "830ce83f", "type": "knowledge-update", "question": "Where did Rachel move to after her recent relocation?", "answer": "the suburbs", "abstain": false, "mem": "on", "response": "Rachel moved to Chicago after her recent relocation.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0, "ms": 33014, "ingest": { "rows": 751, "ms": 9180, "cached": 370 }, "recalled": 97, "queries": [ "Rachel move", "Rachel relocation", "Rachel new city", "Rachel new house", "Rachel moved to", "where did Rachel move" ], "blockRows": 30, "blockChars": 20169, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:31:32.169Z" } } }, { "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": "You were pre-approved for a mortgage amount of $350,000 from Wells Fargo. \n\n(Reference: Conversation on 2023-08-11)", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0952, "ms": 33692, "ingest": { "rows": 694, "ms": 12437, "cached": 200 }, "recalled": 99, "queries": [ "Wells Fargo pre-approval amount", "Wells Fargo mortgage pre-approved", "how much was I pre-approved for Wells Fargo", "Wells Fargo loan amount", "mortgage pre-approval letter", "Wells Fargo mortgage approval" ], "blockRows": 29, "blockChars": 20391, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No", "at": "2026-10-03T01:31:34.230Z" } } }, { "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 attend yoga classes three times a week, as mentioned in the conversation on 2023-11-30.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.3333, "ms": 17887, "ingest": { "rows": 736, "ms": 9069, "cached": 323 }, "recalled": 104, "queries": [ "yoga classes", "yoga for anxiety", "went to yoga", "yoga schedule", "anxiety relief", "yoga sessions" ], "blockRows": 31, "blockChars": 20442, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:31:36.350Z" } } }, { "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 now using the same grocery list app as you, which allows you to easily share lists and keep track of what you need together. This was mentioned in the conversation on 2023-04-30.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0541, "ms": 44791, "ingest": { "rows": 772, "ms": 22374, "cached": 233 }, "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": 35, "blockChars": 20613, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:31:38.342Z" } } }, { "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 mentioned spending around 5-6 hours on your abstract ocean sculpture on 2023-06-11 and then reported having already invested 10-12 hours by 2023-06-17. Depending on when you calculated each spent time, this indicates you've spent 10-12 hours in total. So, you have spent between 10 to 12 hours on your abstract ocean sculpture.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0938, "ms": 27452, "ingest": { "rows": 773, "ms": 12590, "cached": 185 }, "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": 26, "blockChars": 19910, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:31:40.386Z" } } }, { "id": "89941a93", "type": "knowledge-update", "question": "How many bikes do I currently own?", "answer": "4", "abstain": false, "mem": "on", "response": "As of the conversations, you own four bikes. The details are as follows:\n\n1. Road bike (mentioned on 2023-02-22 and 2023-10-10)\n2. Mountain bike (mentioned on 2023-02-22 and 2023-10-10)\n3. Commuter bike (mentioned on 2023-02-22 and 2023-10-10)\n4. Hybrid bike (newly purchased, mentioned on 2023-10-10)\n\nTotal: 4 bikes.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0328, "ms": 30290, "ingest": { "rows": 776, "ms": 13791, "cached": 265 }, "recalled": 122, "queries": [ "bought a bike", "new bicycle", "sold my bike", "bike collection", "purchased a bike", "my bikes" ], "blockRows": 31, "blockChars": 20230, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:31:42.325Z" } } }, { "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 take a cocktail-making class on Fridays, as mentioned in the conversation on 2023-06-30.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0, "ms": 25481, "ingest": { "rows": 771, "ms": 8614, "cached": 368 }, "recalled": 117, "queries": [ "cocktail-making class", "mixology class", "cocktail class", "learning to make cocktails", "cocktail workshop", "drink making class" ], "blockRows": 27, "blockChars": 20375, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:31:44.393Z" } } }, { "id": "9ea5eabc", "type": "knowledge-update", "question": "Where did I go on my most recent family trip?", "answer": "Paris", "abstain": false, "mem": "on", "response": "Your most recent family trip was to Paris, as mentioned in the conversation on 2023-05-28.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1176, "ms": 10041, "ingest": { "rows": 765, "ms": 135, "cached": 765 }, "recalled": 88, "queries": [ "family trip", "vacation with family", "traveled with family", "family holiday", "where did we go", "family getaway" ], "blockRows": 29, "blockChars": 20317, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:31:46.466Z" } } }, { "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.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.2857, "ms": 36855, "ingest": { "rows": 772, "ms": 12468, "cached": 259 }, "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": 33, "blockChars": 20162, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:31:48.578Z" } } }, { "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 have written 7 short stories since you started writing regularly. This was mentioned in the conversation on 2023-05-30.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0, "ms": 28284, "ingest": { "rows": 737, "ms": 12788, "cached": 136 }, "recalled": 91, "queries": [ "short stories I wrote", "finished a story", "completed a short story", "started writing regularly", "writing habit", "my short stories" ], "blockRows": 24, "blockChars": 20049, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:31:50.609Z" } } }, { "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": "On 2023-05-20, you mentioned being on page 200 of \"A Short History of Nearly Everything,\" and on 2023-05-29, you said you were on page 220. Therefore, you had read 20 pages between these two dates. You had read a total of 220 pages by 2023-05-29.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.04, "ms": 40334, "ingest": { "rows": 715, "ms": 16332, "cached": 218 }, "recalled": 114, "queries": [ "\"A Short History of Nearly Everything\" page", "\"A Short History of Nearly Everything\" read", "read page", "finished page", "reading progress", "book page" ], "blockRows": 29, "blockChars": 20535, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:31:52.692Z" } } }, { "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": "When you started your new role as Senior Software Engineer, you were leading a team of five engineers. The excerpts do not provide information about any changes to your team size since then, so it appears you are still leading five engineers.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.4667, "ms": 20087, "ingest": { "rows": 760, "ms": 9202, "cached": 339 }, "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": 24, "blockChars": 20454, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:31:54.676Z" } } }, { "id": "4d6b87c8", "type": "knowledge-update", "question": "How many titles are currently on my to-watch list?", "answer": "25", "abstain": false, "mem": "on", "response": "On 2023-05-22, you mentioned having 25 titles on your to-watch list. Since there is no later mention of the total number in your to-watch list, that is the total I know about. Your to-watch list has 25 titles as of 2023-05-22.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0426, "ms": 31304, "ingest": { "rows": 751, "ms": 11619, "cached": 211 }, "recalled": 129, "queries": [ "to-watch list", "watchlist", "movies to watch", "shows to watch", "add to my list", "want to watch" ], "blockRows": 33, "blockChars": 20172, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:31:56.808Z" } } }, { "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": "According to the information from our conversation on 2023-07-30, you need 120 stars to reach the Gold level on your Starbucks Rewards app.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0833, "ms": 20898, "ingest": { "rows": 731, "ms": 91, "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": 31, "blockChars": 20199, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:31:59.058Z" } } }, { "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 mentioned using your Fitbit Charge 3 for 6 months on 2023-06-18 and for 9 months on 2023-09-02. Therefore, you have been using your Fitbit Charge 3 for about 11 months as of today (2023-09-04).", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.093, "ms": 27185, "ingest": { "rows": 744, "ms": 8691, "cached": 340 }, "recalled": 120, "queries": [ "Fitbit Charge 3", "bought Fitbit", "got Fitbit", "started using Fitbit", "Fitbit setup", "Fitbit delivery" ], "blockRows": 25, "blockChars": 20309, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:32:01.155Z" } } }, { "id": "f9e8c073", "type": "knowledge-update", "question": "How many sessions of the bereavement support group did I attend?", "answer": "five", "abstain": false, "mem": "on", "response": "You mentioned attending three sessions of the bereavement support group on 2023-05-11 and later mentioned attending five sessions on 2023-10-30. Therefore, you attended five sessions in total.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0645, "ms": 34040, "ingest": { "rows": 757, "ms": 14575, "cached": 272 }, "recalled": 88, "queries": [ "bereavement support group", "support group session", "attended support group", "bereavement group meeting", "support group date", "bereavement group attendance" ], "blockRows": 24, "blockChars": 20519, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:32:03.135Z" } } }, { "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": "You most recently mentioned using a Canon EF 70-200mm f/2.8L IS III USM lens, which you were really happy with for your portrait and general photography work. However, there is no specific mention of purchasing it, so it's possible another lens was the most recent purchase.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1154, "ms": 32045, "ingest": { "rows": 720, "ms": 11644, "cached": 190 }, "recalled": 102, "queries": [ "camera lens purchase", "bought a lens", "new lens", "ordered lens", "lens delivery", "camera gear purchase" ], "blockRows": 27, "blockChars": 19936, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:32:05.199Z" } } }, { "id": "2698e78f", "type": "knowledge-update", "question": "How often do I see my therapist, Dr. Smith?", "answer": "every week", "abstain": false, "mem": "on", "response": "The excerpts mention that you had a session with Dr. Smith in the week of 2023-11-03, but they do not specify how often these sessions occur. The available information doesn't indicate the frequency with which you see Dr. Smith.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0513, "ms": 29769, "ingest": { "rows": 733, "ms": 15591, "cached": 276 }, "recalled": 115, "queries": [ "Dr. Smith", "therapist", "appointment", "session", "weekly", "biweekly" ], "blockRows": 31, "blockChars": 20395, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:32:07.299Z" } } }, { "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": "You mentioned watching 5 MCU films in the last 3 months on 2023-05-29. Therefore, you watched 5 MCU films in that time period.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.08, "ms": 29313, "ingest": { "rows": 771, "ms": 12634, "cached": 156 }, "recalled": 92, "queries": [ "MCU movie", "Marvel movie", "watched Avengers", "watched Guardians of the Galaxy", "watched Spider-Man", "watched Doctor Strange" ], "blockRows": 27, "blockChars": 20186, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:32:09.256Z" } } }, { "id": "45dc21b6", "type": "knowledge-update", "question": "How many of Emma's recipes have I tried out?", "answer": "3", "abstain": false, "mem": "on", "response": "You mentioned having tried out three of Emma's recipes as of 2023-05-30. \n\nYou have tried out 3 of Emma's recipes.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.08, "ms": 11673, "ingest": { "rows": 729, "ms": 128, "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": 27, "blockChars": 20151, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:32:11.271Z" } } }, { "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": "Rachel is currently at TechCorp.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.3333, "ms": 31983, "ingest": { "rows": 751, "ms": 17101, "cached": 312 }, "recalled": 123, "queries": [ "Rachel", "old colleague", "previous company", "Rachel working at", "Rachel job", "where does Rachel work" ], "blockRows": 32, "blockChars": 20221, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:32:13.405Z" } } }, { "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": "The excerpts do not mention any change to your coffee-to-water ratio for the French press. The last ratio mentioned was 1 tablespoon of coffee for every 5 ounces of water from the session on 2023-06-30.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 0.3043, "ms": 22838, "ingest": { "rows": 736, "ms": 12594, "cached": 132 }, "recalled": 120, "queries": [ "French press coffee ratio", "tablespoons of coffee water", "coffee to water ratio", "how much water for coffee", "French press recipe", "changed coffee ratio" ], "blockRows": 25, "blockChars": 20416, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:32:15.360Z" } } }, { "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": "The painting \"Ethereal Dreams\" by Emma Taylor is currently hanging above the user's bed in their bedroom, as mentioned in the conversation on 2023-10-30.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1481, "ms": 23692, "ingest": { "rows": 759, "ms": 8669, "cached": 343 }, "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": 28, "blockChars": 20257, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:32:17.469Z" } } }, { "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 have worn your new black Converse Chuck Taylor All Star sneakers multiple times:\n\n1. By 2023-05-30, you had worn them six times, including while running errands.\n2. You also mentioned separately that you had worn them four times by the friend's birthday party (which was before 2023-05-30).\n\nThere might be an overlap in these counts, but clearly, you have worn them at least six times as reported on 2023-05-30.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0263, "ms": 35718, "ingest": { "rows": 775, "ms": 11696, "cached": 249 }, "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": 28, "blockChars": 20499, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:32:19.711Z" } } }, { "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 have completed 50 episodes of the Science series on Crash Course (as of the conversation on 2023-05-29).", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1053, "ms": 31982, "ingest": { "rows": 747, "ms": 22377, "cached": 206 }, "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": 27, "blockChars": 20063, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:32:21.755Z" } } }, { "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": "On 2023-06-01, you mentioned going to the gym on Tuesdays, Thursdays, and Saturdays, which totals 3 times a week. However, on 2023-08-15, you mentioned that you have been consistent with your gym routine, going four times a week. This indicates an increase in frequency.\n\nYes, you go to the gym more frequently now, 4 times a week compared to 3 times a week previously.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0323, "ms": 19145, "ingest": { "rows": 744, "ms": 11017, "cached": 225 }, "recalled": 112, "queries": [ "gym", "workout", "exercise", "hit the gym", "went to the gym", "fitness center" ], "blockRows": 34, "blockChars": 20254, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:32:23.840Z" } } }, { "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 8 new postcards after your trip to the local antique shop on 2023-11-30 and then stated on the same date that you've added 25 new postcards to your collection since you started collecting again.\n\nSo, since you re-started your collection, you've added a total of 25 new postcards.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.037, "ms": 21585, "ingest": { "rows": 735, "ms": 11476, "cached": 198 }, "recalled": 115, "queries": [ "postcards added", "bought postcards", "received postcards", "started collecting postcards again", "postcard collection", "new postcards" ], "blockRows": 24, "blockChars": 20232, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:32:25.967Z" } } }, { "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 completed 30 videos of Corey Schafer's Python programming series as of the conversation on 2023-05-26.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1, "ms": 27167, "ingest": { "rows": 743, "ms": 11200, "cached": 227 }, "recalled": 103, "queries": [ "Corey Schafer Python", "completed Python video", "finished Python tutorial", "watched Corey Schafer", "Python series progress", "Corey Schafer lesson" ], "blockRows": 21, "blockChars": 20075, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:32:28.045Z" } } }, { "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 mentioned on 2023-04-11 that you had been living in your new studio apartment in Harajuku for a month. Later, on 2023-10-15, you mentioned having lived there for 3 months. Therefore, as of today, 2023-10-15, you've been living in your current apartment in Harajuku for about 7 months.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0714, "ms": 24489, "ingest": { "rows": 762, "ms": 12043, "cached": 309 }, "recalled": 135, "queries": [ "Harajuku apartment", "moved into Harajuku", "lease start date", "when did I move to Harajuku", "Harajuku address", "apartment contract" ], "blockRows": 32, "blockChars": 20362, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:32:30.045Z" } } }, { "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 mentioned being currently obsessed with Kansas City Masterpiece BBQ sauce on 2023-06-30.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.3333, "ms": 27245, "ingest": { "rows": 694, "ms": 13826, "cached": 282 }, "recalled": 109, "queries": [ "BBQ sauce", "favorite sauce", "obsessed with sauce", "best BBQ sauce", "tried a new BBQ sauce", "sauce brand" ], "blockRows": 27, "blockChars": 19992, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:32:32.184Z" } } }, { "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": "Your parents have been staying with you in the US for nine months, as of the conversation on 2023-10-20.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1905, "ms": 19815, "ingest": { "rows": 735, "ms": 9699, "cached": 281 }, "recalled": 107, "queries": [ "parents arrived US", "parents visiting", "parents moved in", "parents flight", "parents stay", "parents visa" ], "blockRows": 28, "blockChars": 20089, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:32:34.185Z" } } }, { "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": "You mentioned starting your daily tidying routine 3 weeks before June 11, 2023, and by September 30, 2023, you noted sticking to it for 4 weeks. Assuming you continued without interruption, from June 11 to September 30 is approximately 3.5 months.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0909, "ms": 35640, "ingest": { "rows": 770, "ms": 12207, "cached": 207 }, "recalled": 121, "queries": [ "daily tidying routine", "started tidying", "cleaning habit", "tidying every day", "cleaning schedule", "when did I start tidying" ], "blockRows": 30, "blockChars": 20218, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:32:36.141Z" } } }, { "id": "e61a7584", "type": "knowledge-update", "question": "How long have I had my cat, Luna?", "answer": "9 months", "abstain": false, "mem": "on", "response": "You mentioned having your cat, Luna, for about 9 months on 2023-11-30. Assuming that's accurate to the date, you would have likely gotten her around February 2023 (2023-11-30 - 9 months = around February 2023).", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1026, "ms": 10842, "ingest": { "rows": 749, "ms": 92, "cached": 749 }, "recalled": 113, "queries": [ "when did I get Luna", "got a cat", "adopted Luna", "Luna cat arrival", "first time mentioning Luna", "date I got my cat" ], "blockRows": 32, "blockChars": 20155, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:32:38.049Z" } } }, { "id": "1cea1afa", "type": "knowledge-update", "question": "How many Instagram followers do I currently have?", "answer": "600", "abstain": false, "mem": "on", "response": "The excerpts do not contain information about your current number of Instagram followers as of today's date, 2023-06-14. The last mentioned count was 600 followers, noted on 2023-05-28.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 0.0625, "ms": 20430, "ingest": { "rows": 745, "ms": 11958, "cached": 186 }, "recalled": 84, "queries": [ "Instagram followers", "follower count", "how many followers", "Instagram stats", "follower number", "Instagram profile" ], "blockRows": 28, "blockChars": 19861, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:32:40.092Z" } } }, { "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": "As of 2023-03-15, you have 20 dozen eggs stocked up in your refrigerator.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.125, "ms": 21331, "ingest": { "rows": 793, "ms": 10981, "cached": 278 }, "recalled": 103, "queries": [ "eggs refrigerator", "bought eggs", "dozen eggs", "egg count", "grocery list eggs", "stocked up on eggs" ], "blockRows": 27, "blockChars": 20044, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:32:42.115Z" } } }, { "id": "8fb83627", "type": "knowledge-update", "question": "How many issues of National Geographic have I finished reading?", "answer": "Five", "abstain": false, "mem": "on", "response": "You've finished reading five issues of National Geographic. \n\n- By 2023-04-20, you had finished three issues and were on your fourth.\n- By 2023-07-15, you mentioned having finished five issues.\n\nYou have finished five issues of National Geographic.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0476, "ms": 24146, "ingest": { "rows": 732, "ms": 10831, "cached": 225 }, "recalled": 90, "queries": [ "National Geographic finished", "read National Geographic", "completed National Geographic", "National Geographic issue", "finished reading magazine", "National Geographic done" ], "blockRows": 25, "blockChars": 20166, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:32:44.019Z" } } }, { "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. You mentioned on 2023-03-30 that you recently finished the book and found it amazing, highlighting the powerful and emotional aspects of the story. \n\nYou finished reading \"The Nightingale\".", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0571, "ms": 20859, "ingest": { "rows": 759, "ms": 10537, "cached": 257 }, "recalled": 96, "queries": [ "\"The Nightingale\" Kristin Hannah", "finished reading The Nightingale", "read The Nightingale", "The Nightingale book", "Kristin Hannah book", "completed The Nightingale" ], "blockRows": 28, "blockChars": 20115, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:32:45.976Z" } } }, { "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 the music shop on Main St called \"Rhythm Central.\"", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.5263, "ms": 32356, "ingest": { "rows": 723, "ms": 17229, "cached": 142 }, "recalled": 116, "queries": [ "guitar service", "guitar repair", "guitar shop", "luthier", "guitar setup", "where did I take my guitar" ], "blockRows": 31, "blockChars": 20309, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:32:48.114Z" } } }, { "id": "0e4e4c46", "type": "knowledge-update", "question": "What is my current highest score in Ticket to Ride?", "answer": "132 points", "abstain": false, "mem": "on", "response": "Your current highest score in Ticket to Ride is 132 points, as mentioned in the conversation from 2023-05-25.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1905, "ms": 16645, "ingest": { "rows": 741, "ms": 113, "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": 29, "blockChars": 20514, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:32:50.172Z" } } }, { "id": "4b24c848", "type": "knowledge-update", "question": "How many tops have I bought from H&M so far?", "answer": "five", "abstain": false, "mem": "on", "response": "You mentioned on 2023-09-30 that you had already got five tops from H&M.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1176, "ms": 32467, "ingest": { "rows": 760, "ms": 15854, "cached": 249 }, "recalled": 109, "queries": [ "H&M top", "H&M shirt", "H&M blouse", "bought from H&M", "H&M purchase", "H&M order" ], "blockRows": 35, "blockChars": 20066, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:32:52.246Z" } } }, { "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, as mentioned on 2023-09-30.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1053, "ms": 25925, "ingest": { "rows": 740, "ms": 9092, "cached": 323 }, "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": 36, "blockChars": 20450, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:32:54.206Z" } } }, { "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 tried making a Negroni at home 10 times since your friend Emma showed you how to make it, as of 2023-11-30.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.08, "ms": 25445, "ingest": { "rows": 728, "ms": 16709, "cached": 306 }, "recalled": 109, "queries": [ "Emma Negroni", "made a Negroni", "making a Negroni", "tried a Negroni", "Negroni recipe", "mixing a Negroni" ], "blockRows": 28, "blockChars": 20111, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:32:56.122Z" } } }, { "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 usually go to the gym at 7:00 pm on Mondays, Wednesdays, and Fridays.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.2353, "ms": 16183, "ingest": { "rows": 783, "ms": 7999, "cached": 408 }, "recalled": 94, "queries": [ "gym time", "went to the gym", "going to the gym", "workout time", "hit the gym", "gym schedule" ], "blockRows": 58, "blockChars": 20600, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:32:58.181Z" } } }, { "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": "Here are the instances of you mentioning watching Crash Course videos in recent weeks:\n\n1. On 2023-08-11, you mentioned having completed 10 Crash Course videos in the past few weeks.\n2. On 2023-09-30, you mentioned having watched 15 Crash Course videos in the past few weeks.\n\nBased on this information, you have watched a total of 15 Crash Course videos in the past few weeks as of 2023-09-30.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0286, "ms": 24175, "ingest": { "rows": 696, "ms": 8828, "cached": 273 }, "recalled": 88, "queries": [ "Crash Course", "watched Crash Course", "finished Crash Course video", "Crash Course episode", "Crash Course series", "Crash Course playlist" ], "blockRows": 29, "blockChars": 20463, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:33:00.226Z" } } }, { "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 Oahu for your birthday trip to Hawaii.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1429, "ms": 8671, "ingest": { "rows": 744, "ms": 125, "cached": 744 }, "recalled": 97, "queries": [ "Hawaii birthday trip hotel", "Hawaii birthday trip Airbnb", "where am I staying in Hawaii", "Hawaii accommodation", "birthday trip lodging", "Hawaii resort" ], "blockRows": 34, "blockChars": 20274, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:33:02.300Z" } } }, { "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": "On 2023-05-24, you mentioned having spotted 27 different species. By 2023-05-29, you had increased this count to 32 species after spotting a Northern Flicker. \n\nSo, you have seen 32 different species of birds in your local park.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0488, "ms": 19582, "ingest": { "rows": 746, "ms": 11186, "cached": 239 }, "recalled": 83, "queries": [ "birds in the park", "saw a bird", "spotted a bird", "bird watching", "local park birds", "bird species" ], "blockRows": 31, "blockChars": 19966, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:33:04.356Z" } } }, { "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": "Your previous frequent flyer status on United Airlines was Premier Silver. You mentioned hitting 20,000 miles, which made you eligible for Premier Silver status on 2022-09-16.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.129, "ms": 20374, "ingest": { "rows": 779, "ms": 11445, "cached": 250 }, "recalled": 94, "queries": [ "United Airlines status", "United frequent flyer level", "United Premier status", "United MileagePlus status", "United status upgrade", "United status downgrade" ], "blockRows": 29, "blockChars": 20446, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:33:06.334Z" } } }, { "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": "Your previous personal best time for the charity 5K run was 26 minutes and 30 seconds.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.3, "ms": 27428, "ingest": { "rows": 751, "ms": 9350, "cached": 300 }, "recalled": 121, "queries": [ "charity 5K run time", "personal best 5K", "5K race result", "charity run PB", "how long did it take me to run the 5K", "my 5K time" ], "blockRows": 28, "blockChars": 20222, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No", "at": "2026-10-03T01:33:08.263Z" } } }, { "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": "You added 15 autographed baseballs to your collection in the first three months. \n\n(Mentioned on 2023-07-11: \"I just got a signed baseball of his last week and it's a great addition to my collection - that's 15 autographed baseballs since I started collecting three months ago!\")", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0426, "ms": 16565, "ingest": { "rows": 729, "ms": 8734, "cached": 319 }, "recalled": 102, "queries": [ "autographed baseball", "signed baseball", "added to collection", "bought baseball", "received baseball", "baseball collection" ], "blockRows": 34, "blockChars": 20467, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:33:10.357Z" } } }, { "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": "Previously, you played tennis with your friends at the local park every other week. You mentioned on 2023-07-30 that you continue to plan to play tennis with your friends at the local park every other week. Therefore, the frequency has remained the same. You play tennis every other week.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.5429, "ms": 17376, "ingest": { "rows": 695, "ms": 9094, "cached": 266 }, "recalled": 146, "queries": [ "tennis local park", "played tennis with friends", "tennis match", "tennis practice", "how often tennis", "tennis schedule" ], "blockRows": 27, "blockChars": 20305, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:33:12.493Z" } } }, { "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": "You dedicate about two hours each day to coding exercises, as mentioned on 2023-05-29 and 2023-05-29.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.2609, "ms": 24371, "ingest": { "rows": 729, "ms": 10728, "cached": 213 }, "recalled": 126, "queries": [ "coding exercises", "spent coding", "coding practice", "hours coding", "LeetCode", "HackerRank" ], "blockRows": 29, "blockChars": 20108, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:33:14.509Z" } } }, { "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 previous language exchange tutor, Juan, every Wednesday evening.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1538, "ms": 19349, "ingest": { "rows": 749, "ms": 11186, "cached": 265 }, "recalled": 93, "queries": [ "Juan language exchange", "met with Juan", "Juan tutor", "language exchange day", "meeting Juan", "Juan session" ], "blockRows": 34, "blockChars": 20432, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:33:16.434Z" } } }, { "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": "On 2023-05-27, you mentioned having a total of 37 pre-1920 American coins in your collection. Additionally, on 2023-05-29, you added a 1915-S Barber quarter to your collection. \n\nSo, as of now:\n\n37 (as of 2023-05-27) + 1 (added on 2023-05-29) = 38 pre-1920 American coins in your collection.\n\nYou have 38 pre-1920 American coins in your collection.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0303, "ms": 19392, "ingest": { "rows": 730, "ms": 9369, "cached": 276 }, "recalled": 82, "queries": [ "American coins", "US coins", "coin collection", "pre-1920 coins", "19th century coins", "early 20th century coins" ], "blockRows": 25, "blockChars": 19993, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:33:18.412Z" } } }, { "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": "You have accumulated enough points for a single free night's stay at any Hilton property. \n\n(From the conversation on 2023-05-29.)", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0, "ms": 23323, "ingest": { "rows": 699, "ms": 8743, "cached": 286 }, "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": 27, "blockChars": 19988, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No", "at": "2026-10-03T01:33:20.408Z" } } }, { "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 that you have lost 10 pounds since you started going consistently to the gym 3 months ago (on 2023-06-21).", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1667, "ms": 23103, "ingest": { "rows": 780, "ms": 11125, "cached": 265 }, "recalled": 106, "queries": [ "weight", "lbs", "scale", "gym", "workout" ], "blockRows": 34, "blockChars": 20006, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:33:22.578Z" } } }, { "id": "a2f3aa27", "type": "knowledge-update", "question": "How many followers do I have on Instagram now?", "answer": "1300", "abstain": false, "mem": "on", "response": "The excerpts do not provide your current Instagram follower count, but they do note that you were nearing 1300 followers on 2023-05-25. For your latest count, you would need to check your Instagram account directly.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0541, "ms": 21355, "ingest": { "rows": 733, "ms": 11829, "cached": 187 }, "recalled": 95, "queries": [ "Instagram followers", "Instagram follower count", "how many followers", "Instagram stats", "follower update", "Instagram profile" ], "blockRows": 33, "blockChars": 20195, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No", "at": "2026-10-03T01:33:24.658Z" } } }, { "id": "c7dc5443", "type": "knowledge-update", "question": "What is my current record in the recreational volleyball league?", "answer": "5-2", "abstain": false, "mem": "on", "response": "Your current record in the recreational volleyball league is 5-2, as mentioned on 2023-06-30.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.2222, "ms": 19715, "ingest": { "rows": 727, "ms": 9050, "cached": 308 }, "recalled": 81, "queries": [ "volleyball record", "volleyball win", "volleyball loss", "volleyball score", "volleyball league result", "how did my volleyball team do" ], "blockRows": 34, "blockChars": 19967, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:33:26.687Z" } } }, { "id": "06db6396", "type": "knowledge-update", "question": "How many projects have I completed since starting painting classes?", "answer": "5", "abstain": false, "mem": "on", "response": "You mentioned completing 4 projects on 2023-08-16 and then your 5th project on 2023-10-09. So, as of now, you have completed a total of 5 projects since starting painting classes.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0588, "ms": 9004, "ingest": { "rows": 751, "ms": 116, "cached": 751 }, "recalled": 113, "queries": [ "painting classes", "started painting", "completed project", "finished painting", "done with project", "painting project" ], "blockRows": 35, "blockChars": 20367, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:33:28.746Z" } } }, { "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": "You are currently working on a model of a Ford F-150 pickup truck.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.5882, "ms": 27276, "ingest": { "rows": 695, "ms": 10357, "cached": 226 }, "recalled": 115, "queries": [ "vehicle model", "working on car", "working on truck", "working on motorcycle", "project vehicle", "repairing vehicle" ], "blockRows": 23, "blockChars": 20071, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:33:30.762Z" } } }, { "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 Apex Legends was to rank up to level 150, as mentioned in your conversation on 2023-09-30.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0833, "ms": 29280, "ingest": { "rows": 714, "ms": 12144, "cached": 171 }, "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": 28, "blockChars": 20024, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": false, "raw": "No", "at": "2026-10-03T01:33:32.799Z" } } }, { "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 with Alex on your earlier fishing trip to Lake Michigan, which took place on 7/10.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0909, "ms": 19372, "ingest": { "rows": 719, "ms": 8455, "cached": 342 }, "recalled": 85, "queries": [ "largemouth bass Lake Michigan", "fishing with Alex", "caught bass Lake Michigan", "Lake Michigan fishing trip", "Alex fishing", "bass count Lake Michigan" ], "blockRows": 27, "blockChars": 20249, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:33:34.959Z" } } }, { "id": "dad224aa", "type": "knowledge-update", "question": "What time do I wake up on Saturday mornings?", "answer": "7:30 am", "abstain": false, "mem": "on", "response": "You wake up at 7:30 am on Saturdays. You mentioned this on 2023-05-23, and that it gives you enough time to fit in a 30-minute jog before showering and getting ready for the day.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1538, "ms": 20431, "ingest": { "rows": 769, "ms": 9788, "cached": 309 }, "recalled": 65, "queries": [ "wake up Saturday", "Saturday morning routine", "Saturday alarm", "what time I wake up", "Saturday schedule", "wake up time" ], "blockRows": 36, "blockChars": 20066, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:33:36.909Z" } } }, { "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": "On 2023-01-18, it was mentioned that Rachel's team consisted of 10 people, with 5 of them being women. Additionally, on 2023-07-20, it was stated that Rachel's team included 6 women out of 10 people. \n\nThere are 6 women on Rachel's team as of the latest information.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0377, "ms": 23365, "ingest": { "rows": 715, "ms": 9689, "cached": 259 }, "recalled": 95, "queries": [ "Rachel manager", "Rachel team members", "who works for Rachel", "Rachel's team", "women on Rachel's team", "female employees Rachel" ], "blockRows": 27, "blockChars": 20171, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:33:38.852Z" } } }, { "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 mentioned on 2023-08-15 that you have a spare screwdriver that you picked up when you organized your computer desk a while back.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.08, "ms": 8591, "ingest": { "rows": 771, "ms": 109, "cached": 771 }, "recalled": 73, "queries": [ "screwdriver", "laptop tools", "precision screwdriver", "opening laptop", "spare screwdriver", "tool kit" ], "blockRows": 32, "blockChars": 20012, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:33:40.821Z" } } }, { "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 have met up with Alex from Germany twice. This is mentioned once in the conversation from 2023-08-11 and reconfirmed in the conversation from 2023-09-30.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1875, "ms": 15956, "ingest": { "rows": 725, "ms": 7815, "cached": 356 }, "recalled": 94, "queries": [ "met up with Alex", "Alex Germany", "coffee with Alex", "dinner with Alex", "visited Alex", "saw Alex" ], "blockRows": 32, "blockChars": 20141, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:33:42.847Z" } } }, { "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 recently increased your morning coffee limit to two cups. On 2023-05-26, you mentioned thinking about changing to two cups, and by a later conversation, you stated, \"I have increased the limit to two cups.\" \n\nYou most recently increased the limit on the number of cups of coffee in the morning.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.2105, "ms": 20625, "ingest": { "rows": 729, "ms": 10369, "cached": 245 }, "recalled": 75, "queries": [ "coffee limit", "cups of coffee morning", "increase coffee limit", "decrease coffee limit", "limit on coffee", "how many cups of coffee" ], "blockRows": 27, "blockChars": 20013, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:33:45.264Z" } } }, { "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 taken your Canon EOS 80D camera on five trips. This includes trips to Yellowstone, Yosemite, the Grand Canyon (mentioned on 2023-03-16), and a trip to Zion National Park (mentioned on 2023-05-30).", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0556, "ms": 26964, "ingest": { "rows": 754, "ms": 10879, "cached": 252 }, "recalled": 103, "queries": [ "Canon EOS 80D", "took my camera", "brought my camera", "trip with camera", "traveling with Canon", "photography trip" ], "blockRows": 26, "blockChars": 20200, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:33:47.249Z" } } }, { "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": "The excerpts do not contain information on a new kitchen gadget you invested in before getting the Air Fryer. They mention the Air Fryer you got on 2023-05-21, but no other kitchen gadgets prior to that.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 0, "ms": 20255, "ingest": { "rows": 724, "ms": 11174, "cached": 210 }, "recalled": 145, "queries": [ "kitchen gadget", "bought for kitchen", "new appliance", "Air Fryer", "purchased", "cooking tool" ], "blockRows": 26, "blockChars": 20287, "evidenceHit": true, "evidenceAll": false, "judges": { "gpt-4o": { "correct": false, "raw": "No", "at": "2026-10-03T01:33:49.320Z" } } }, { "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 excerpts do not mention you trying any Italian restaurants in your city. Thus, I cannot provide an exact number.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 1, "ms": 22997, "ingest": { "rows": 750, "ms": 10526, "cached": 268 }, "recalled": 129, "queries": [ "Italian restaurant", "ate at Italian", "dinner Italian", "tried Italian", "Italian food", "restaurant in my city" ], "blockRows": 33, "blockChars": 20376, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:33:51.309Z" } } }, { "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": "The excerpts do not mention a role as a \"Software Engineer Manager,\" but they do mention your role as a \"Senior Software Engineer.\" In that role, you lead a team of 5 engineers. \n\nYou lead a team of 5 engineers in your new role as Senior Software Engineer.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 1, "ms": 15371, "ingest": { "rows": 770, "ms": 72, "cached": 770 }, "recalled": 146, "queries": [ "how many engineers", "team size", "direct reports", "new role", "Software Engineer Manager", "started as manager" ], "blockRows": 27, "blockChars": 20307, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:33:53.360Z" } } }, { "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 excerpts do not mention Dr. Johnson. Your therapy sessions are with Dr. Smith, whom you see every week.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 1, "ms": 18277, "ingest": { "rows": 714, "ms": 7608, "cached": 362 }, "recalled": 99, "queries": [ "Dr. Johnson", "appointment with Dr. Johnson", "visit Dr. Johnson", "seeing Dr. Johnson", "medical checkup Dr. Johnson", "schedule Dr. Johnson" ], "blockRows": 34, "blockChars": 20429, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:33:55.383Z" } } }, { "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": "You've mentioned that you moved to your new apartment in March and as of today, it is October 15, 2023. So, you've been living in your current apartment for about 7 months (March to October 2023 → about 7 months).", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0, "ms": 24034, "ingest": { "rows": 720, "ms": 10913, "cached": 218 }, "recalled": 149, "queries": [ "Shinjuku apartment", "moved into Shinjuku", "lease start date", "when did I move to Shinjuku", "Shinjuku address", "apartment contract" ], "blockRows": 30, "blockChars": 20368, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:33:57.461Z" } } }, { "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 excerpts do not mention any autographed footballs in your collection, only autographed baseballs.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 1, "ms": 16478, "ingest": { "rows": 714, "ms": 8126, "cached": 337 }, "recalled": 101, "queries": [ "autographed football", "signed football", "football collection", "added to collection", "bought football", "got football" ], "blockRows": 38, "blockChars": 20157, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:33:59.500Z" } } }, { "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": "The excerpts do not mention you playing table tennis with your friends at the local park. They mention playing tennis with your friends at the local park, but there is no mention of table tennis in your past conversations.", "model": "gpt-4o", "correct": null, "abstained": true, "f1": 1, "ms": 26324, "ingest": { "rows": 724, "ms": 11029, "cached": 223 }, "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": 30, "blockChars": 20265, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:34:01.523Z" } } }, { "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": "Yes, before you purchased the gravel bike, you also had a road bike in addition to your mountain bike and commuter bike. Totaling three bikes.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.2759, "ms": 17038, "ingest": { "rows": 773, "ms": 9099, "cached": 353 }, "recalled": 63, "queries": [ "my bikes", "bought a bike", "new bike", "bicycle collection", "mountain bike", "commuter bike" ], "blockRows": 28, "blockChars": 20031, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:34:03.529Z" } } }, { "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": "You've mentioned that you've been keeping your old sneakers under your bed for storage, but they started to smell (2023-05-25). You also mentioned looking forward to storing your old sneakers in a shoe rack, as they were currently taking up space (2023-05-29). \n\nSo, you've been storing your old sneakers under your bed, and you planned to move them to a shoe rack.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0822, "ms": 17717, "ingest": { "rows": 755, "ms": 7965, "cached": 388 }, "recalled": 84, "queries": [ "old sneakers", "where did I put my sneakers", "sneakers storage", "shoe box", "closet sneakers", "garage sneakers" ], "blockRows": 33, "blockChars": 20209, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No", "at": "2026-10-03T01:34:05.576Z" } } }, { "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": "According to the shift rotation sheet for GM social media agents, Admon was scheduled to work the \"8 am - 4 pm (Day Shift)\" on Sunday.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.5714, "ms": 21360, "ingest": { "rows": 785, "ms": 9518, "cached": 325 }, "recalled": 111, "queries": [ "shift rotation sheet GM social media agents", "Admon Sunday rotation", "Admon shift Sunday", "GM social media agent schedule", "Admon rotation", "Sunday shift rotation" ], "blockRows": 36, "blockChars": 20752, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:34:07.739Z" } } }, { "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 a great Nasi Goreng is Miss Bee Providore. Enjoy your meal there!", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.3, "ms": 31311, "ingest": { "rows": 739, "ms": 12064, "cached": 164 }, "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": 33, "blockChars": 20488, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:34:09.791Z" } } }, { "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": "The scaly body of the Plesiosaur in the image was blue.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.6154, "ms": 20750, "ingest": { "rows": 724, "ms": 10339, "cached": 228 }, "recalled": 130, "queries": [ "children's book dinosaurs", "Plesiosaur color", "Plesiosaur image", "scaly body color", "dinosaur book illustration", "Plesiosaur description" ], "blockRows": 22, "blockChars": 20321, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:34:11.843Z" } } }, { "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": "Certainly! The unique dessert shop in Orlando with the giant milkshakes that we talked about is The Sugar Factory, located at Icon Park.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.4, "ms": 16822, "ingest": { "rows": 764, "ms": 7873, "cached": 378 }, "recalled": 119, "queries": [ "Orlando dessert shop", "giant milkshakes Orlando", "unique dessert Orlando", "milkshake shop", "Orlando sweets", "best milkshakes Orlando" ], "blockRows": 37, "blockChars": 20418, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:34:13.925Z" } } }, { "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": "I recommended Roscioli for a romantic dinner.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.2857, "ms": 26226, "ingest": { "rows": 757, "ms": 9621, "cached": 294 }, "recalled": 82, "queries": [ "romantic Italian restaurant Rome", "dinner recommendation Rome", "restaurant in Rome", "where to eat in Rome", "best romantic dinner Rome", "Italian restaurant Rome recommendation" ], "blockRows": 38, "blockChars": 20406, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:34:16.027Z" } } }, { "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": "Yes, the refining processes used at the Lake Charles Refinery include:\n\n1. Atmospheric distillation: This is the first step in the refining process, where crude oil is heated and separated into different fractions based on their boiling points.\n2. Fluid catalytic cracking (FCC): This process breaks down heavier fractions of crude oil into lighter, more valuable products such as gasoline and diesel fuel.\n3. Alkylation: This process combines smaller molecules to form larger ones, creating high-octane gasoline components.\n4. Hydrotreating: This process removes impurities from the gasoline and diesel fractions to improve their quality.\n\nThese processes contribute to the overall refining capabilities of the Lake Charles Refinery.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1636, "ms": 20961, "ingest": { "rows": 718, "ms": 10807, "cached": 204 }, "recalled": 92, "queries": [ "CITGO Lake Charles refinery processes", "Lake Charles refining", "CITGO refineries", "refining processes", "Lake Charles refinery", "CITGO refining" ], "blockRows": 25, "blockChars": 20220, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:34:18.183Z" } } }, { "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.\"", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.4, "ms": 14764, "ingest": { "rows": 795, "ms": 99, "cached": 795 }, "recalled": 124, "queries": [ "Amsterdam hostel Red Light District", "recommended hostel Amsterdam", "where to stay Amsterdam", "hostel near Red Light District", "Amsterdam trip recommendations", "Amsterdam accommodation" ], "blockRows": 29, "blockChars": 20541, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:34:20.374Z" } } }, { "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": "Certainly! The 7th work from home job for seniors I mentioned was \"Transcriptionist.\"", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1538, "ms": 20277, "ingest": { "rows": 735, "ms": 9276, "cached": 284 }, "recalled": 109, "queries": [ "work from home jobs for seniors", "remote jobs for seniors", "remote work list seniors", "jobs for elderly work from home", "WFH jobs for seniors", "senior remote employment options" ], "blockRows": 26, "blockChars": 20510, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:34:22.302Z" } } }, { "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": "Certainly! The other four options I suggested were:\n\n1. Sexual fixations\n2. Problematic sexual behaviors\n3. Sexual impulsivity\n4. Compulsive sexuality\n\nI hope these suggestions are more helpful for you.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.5366, "ms": 20059, "ingest": { "rows": 735, "ms": 8506, "cached": 334 }, "recalled": 127, "queries": [ "sexual compulsions", "alternative terms for behaviors", "suggested terms for behaviors", "terminology for sexual behaviors", "options for sexual compulsions", "behavioral labels" ], "blockRows": 30, "blockChars": 20695, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:34:24.338Z" } } }, { "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, noting that it went down after a while and you now only have access to the last season.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1538, "ms": 20546, "ingest": { "rows": 747, "ms": 8739, "cached": 324 }, "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": 36, "blockChars": 20332, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:34:26.398Z" } } }, { "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": "The study published in the journal Music and Medicine involved 38 subjects who listened to binaural beats for 30 minutes daily for three weeks.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1667, "ms": 22124, "ingest": { "rows": 716, "ms": 9450, "cached": 263 }, "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": 33, "blockChars": 20267, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:34:28.853Z" } } }, { "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": "The song \"Evolution\" from the Fifth Album was mentioned as best exemplifying the band's growth and development as artists.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1111, "ms": 18266, "ingest": { "rows": 774, "ms": 10018, "cached": 287 }, "recalled": 136, "queries": [ "Fifth Album", "band's growth", "band's development", "best song", "exemplified growth", "artist development" ], "blockRows": 33, "blockChars": 20485, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:34:31.050Z" } } }, { "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": "Certainly! In our previous conversation, I recommended learning a back-end programming language such as Ruby, Python, or PHP.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.8, "ms": 16415, "ingest": { "rows": 746, "ms": 100, "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": 36, "blockChars": 20391, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:34:33.201Z" } } }, { "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 previous conversation on 2023-05-23, I mentioned that the \"Hoop Dance\" is a traditional dance often performed by skilled dancers at powwows.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.16, "ms": 21167, "ingest": { "rows": 735, "ms": 9098, "cached": 302 }, "recalled": 106, "queries": [ "Native American powwow games", "traditional game skilled dancers", "powwow dance games", "what game is performed at powwows", "traditional powwow activities", "skilled dancers game" ], "blockRows": 26, "blockChars": 20478, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:34:35.209Z" } } }, { "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": "The party will face 4 mummies in the temple during the \"Lost Temple of the Djinn\" one-shot.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1333, "ms": 22801, "ingest": { "rows": 765, "ms": 7719, "cached": 400 }, "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": 30, "blockChars": 20276, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:34:37.383Z" } } }, { "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 I recommended in the Natural Park of Moncayo mountain in Aragón is the GR-90.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.3333, "ms": 29077, "ingest": { "rows": 758, "ms": 10591, "cached": 280 }, "recalled": 106, "queries": [ "Natural Park of Moncayo", "Moncayo hiking trail", "Moncayo recommendation", "Aragón hiking", "Moncayo panoramic views", "Moncayo landscapes" ], "blockRows": 28, "blockChars": 20338, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:34:39.391Z" } } }, { "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": "In our previous conversation, it was mentioned that \"Borges notes, 'The Library is a sphere whose exact center is any one of its hexagons and whose circumference is inaccessible.'\" (Borges, 1941). This quote illustrates the vastness and incomprehensibility of the Library.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.6316, "ms": 25971, "ingest": { "rows": 740, "ms": 6290, "cached": 454 }, "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": 27, "blockChars": 20239, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:34:41.589Z" } } }, { "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": "Certainly! Here are the three objectives we outlined for the project on molecular subtypes and endometrial cancer:\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.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.5773, "ms": 26460, "ingest": { "rows": 717, "ms": 10188, "cached": 255 }, "recalled": 122, "queries": [ "grant aim page molecular subtypes endometrial cancer", "objectives for endometrial cancer project", "molecular subtypes grant goals", "endometrial cancer project aims", "three objectives molecular subtypes", "what are the project objectives" ], "blockRows": 27, "blockChars": 20592, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:34:43.681Z" } } }, { "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": "Certainly! In our previous conversation on 2023-05-23, I mentioned that two-factor authentication methods include biometric authentication or one-time passwords (OTP).", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.65, "ms": 15276, "ingest": { "rows": 761, "ms": 118, "cached": 761 }, "recalled": 123, "queries": [ "two-factor authentication methods", "2FA types", "data privacy and security", "how companies enhance security", "authentication examples", "security measures" ], "blockRows": 32, "blockChars": 20209, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:34:45.851Z" } } }, { "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 and cheeses is Roscioli.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1429, "ms": 23386, "ingest": { "rows": 738, "ms": 10551, "cached": 257 }, "recalled": 138, "queries": [ "Vatican deli", "best cured meats Vatican", "cheese shop near Vatican", "Vatican food recommendations", "deli near Vatican", "where to eat near Vatican" ], "blockRows": 30, "blockChars": 20218, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:34:47.793Z" } } }, { "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": "I recommended using Mod Podge or another sealant to make the newspaper flower vase water-resistant. \n\nHere's the line from our conversation on 2023-05-20: \"Seal the vase with Mod Podge or another sealant to make it water-resistant.\"", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.2326, "ms": 29658, "ingest": { "rows": 735, "ms": 11051, "cached": 232 }, "recalled": 127, "queries": [ "DIY home decor recycled materials", "newspaper flower vase", "sealant for newspaper vase", "newspaper vase project", "recycled materials home decor", "recommended sealant" ], "blockRows": 28, "blockChars": 20474, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:34:49.848Z" } } }, { "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 of the Speyer tourism board I provided earlier is +49 (0) 62 32 / 14 23 - 0.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.5833, "ms": 24660, "ingest": { "rows": 694, "ms": 10032, "cached": 235 }, "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": 31, "blockChars": 20631, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:34:52.019Z" } } }, { "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": "In Adolphe Tanqueray's Spiritual Life treatise, the chapter in the second part that discusses vocal prayer and meditation, specifically in the context of the prayer of beginners, is Chapter 4 of Book 1, titled \"Vocal Prayer and Meditation.\"", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.4444, "ms": 27382, "ingest": { "rows": 731, "ms": 10325, "cached": 271 }, "recalled": 84, "queries": [ "Tanqueray Spiritual Life prayer of beginners", "Tanqueray second part vocal prayer", "Tanqueray second part meditation", "vocal prayer and meditation chapter", "Tanqueray treatise prayer of beginners", "chapter on vocal prayer meditation" ], "blockRows": 30, "blockChars": 20055, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:34:54.136Z" } } }, { "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": "Certainly! The example I gave of a Spanish-Catalan singer-songwriter who supports unity between Catalonia and Spain is Manolo García.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1905, "ms": 25898, "ingest": { "rows": 753, "ms": 10678, "cached": 266 }, "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": 38, "blockChars": 20288, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:34:56.874Z" } } }, { "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 27th parameter on the list of 100 prompt parameters you can specify to influence my output is \"Theme (e.g., love, friendship, betrayal, etc.)\". \n\nHere is the relevant section where this was mentioned:\n> 16. Theme (e.g., love, friendship, betrayal, etc.)", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.2353, "ms": 19739, "ingest": { "rows": 742, "ms": 9159, "cached": 317 }, "recalled": 110, "queries": [ "100 prompt parameters", "list of prompt parameters", "influence your output parameters", "27th parameter", "prompting parameters list", "parameters to influence output" ], "blockRows": 35, "blockChars": 20939, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": false, "raw": "No.", "at": "2026-10-03T01:34:58.946Z" } } }, { "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": "Certainly! The fifth bottle recommended for making a wide variety of gin-based cocktails was Absinthe.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1333, "ms": 25378, "ingest": { "rows": 727, "ms": 10035, "cached": 257 }, "recalled": 114, "queries": [ "cocktail bar", "gin-based cocktails", "five bottles", "recommended bottles", "gin cocktail ingredients", "fifth bottle" ], "blockRows": 30, "blockChars": 20262, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:35:01.012Z" } } }, { "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": "Certainly! The website that includes guided imagery exercises like \"The Mountain Meditation\" and \"The Body Scan Meditation\" is Mindful.org.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.2105, "ms": 25618, "ingest": { "rows": 720, "ms": 10114, "cached": 242 }, "recalled": 134, "queries": [ "mindfulness techniques", "guided imagery exercises", "The Mountain Meditation", "The Body Scan Meditation", "free meditation website", "meditation resources" ], "blockRows": 25, "blockChars": 20390, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:35:02.914Z" } } }, { "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 27. Kg2 Bd5+, my next move was 28. Kg3.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.3333, "ms": 24036, "ingest": { "rows": 732, "ms": 11208, "cached": 205 }, "recalled": 121, "queries": [ "chess game", "27. Kg2 Bd5+", "move after Bd5+", "chess match", "chess notation", "last chess game" ], "blockRows": 36, "blockChars": 20306, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:35:04.855Z" } } }, { "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": "Certainly! 6S (Second Simulation of a Satellite Signal in the Solar Spectrum) is the algorithm implemented in the SIAC_GEE (Sentinel-2 Image Atmospheric Correction in Google Earth Engine) tool.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.4706, "ms": 32766, "ingest": { "rows": 762, "ms": 10152, "cached": 300 }, "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": 37, "blockChars": 20267, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:35:06.928Z" } } }, { "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 our conversation on 2023-05-21, I mentioned that you need 2-3 eggs for making a classic French omelette.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.2609, "ms": 26180, "ingest": { "rows": 739, "ms": 8883, "cached": 328 }, "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": 27, "blockChars": 20217, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:35:09.626Z" } } }, { "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 last time with multiple locations throughout New York City is By Chloe.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.2222, "ms": 19364, "ingest": { "rows": 735, "ms": 8154, "cached": 347 }, "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": 32, "blockChars": 20386, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:35:11.573Z" } } }, { "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.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.3333, "ms": 16975, "ingest": { "rows": 760, "ms": 69, "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": 23, "blockChars": 20669, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:35:13.512Z" } } }, { "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 that mocked Western culture is “Nu, pogodi!”", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.3333, "ms": 16184, "ingest": { "rows": 734, "ms": 7554, "cached": 382 }, "recalled": 105, "queries": [ "Soviet cartoon Western culture", "Soviet animation propaganda", "mocking Western culture cartoon", "political propaganda humor", "Soviet satire West", "cartoon about capitalism" ], "blockRows": 32, "blockChars": 20339, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:35:15.453Z" } } }, { "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": "You should apply the mixture of tomato juice and lemon juice on your under-eye area and wash it off after 10 minutes with cold water.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1481, "ms": 29283, "ingest": { "rows": 749, "ms": 10845, "cached": 239 }, "recalled": 132, "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 duration", "dark circles treatment" ], "blockRows": 34, "blockChars": 20446, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:35:17.410Z" } } }, { "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": "The last venue I recommended in the list of popular venues in Portland for indie music shows was \"Revolution Hall.\"", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.2, "ms": 31065, "ingest": { "rows": 830, "ms": 11300, "cached": 299 }, "recalled": 101, "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 suggestions" ], "blockRows": 41, "blockChars": 20582, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:35:19.435Z" } } }, { "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": "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 was approximately 20%. \n\n\"The experiments showed that the proposed framework was able to significantly improve the trade-off between accuracy and efficiency in online domain adaptation, with an average improvement in framerate of approximately 20% when using the Hardware-Aware Modular Training (HAMT) agent.\"", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.375, "ms": 31015, "ingest": { "rows": 770, "ms": 11050, "cached": 257 }, "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": 30, "blockChars": 20539, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:35:21.404Z" } } }, { "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": "Certainly! The language learning app that uses mnemonics to help learners memorize words, phrases, and grammatical concepts is Memrise.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1053, "ms": 26641, "ingest": { "rows": 709, "ms": 9736, "cached": 254 }, "recalled": 125, "queries": [ "language learning apps", "mnemonics app", "memorize words and phrases", "app for language learning", "learning language mnemonics", "recommendations for language apps" ], "blockRows": 30, "blockChars": 20457, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:35:24.850Z" } } }, { "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 DHL Wellness Retreats campaign plan, the budget allocated for influencer marketing was $2,000.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.25, "ms": 12386, "ingest": { "rows": 744, "ms": 84, "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": 25, "blockChars": 20299, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:35:26.878Z" } } }, { "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": "Certainly! The two companies mentioned that prioritize employee safety and well-being like Triumvirate are:\n\n1. Patagonia - Known for its commitment to environmental conservation and employee well-being, it offers flexible work arrangements, generous maternity and paternity leave, and invests in employee education and wellness.\n\n2. Southwest Airlines - Emphasizes its employees who they call \"Warriors\", offering top-of-the-line training, generous benefits packages, and a positive work environment.\n\nThese companies prioritize employee safety and happiness.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1039, "ms": 26591, "ingest": { "rows": 759, "ms": 9328, "cached": 316 }, "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": 33, "blockChars": 20619, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:35:28.956Z" } } }, { "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 that employs over 40,000 people in the rug-manufacturing industry is Jaipur Rugs.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.25, "ms": 22071, "ingest": { "rows": 781, "ms": 10850, "cached": 278 }, "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": 31, "blockChars": 20528, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes", "at": "2026-10-03T01:35:31.026Z" } } }, { "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 began in 2014.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.2857, "ms": 23514, "ingest": { "rows": 836, "ms": 9771, "cached": 371 }, "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": 34, "blockChars": 20639, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:35:33.226Z" } } }, { "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": "Certainly! The Mayo Clinic video I recommended is titled \"How to Sit Properly at a Desk to Avoid Back Pain.\" You can find it on YouTube here: .", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.7037, "ms": 20874, "ingest": { "rows": 766, "ms": 11063, "cached": 252 }, "recalled": 129, "queries": [ "Mayo Clinic YouTube video", "workplace posture video", "posture recommendations", "Mayo Clinic posture", "YouTube videos for posture", "ergonomics video" ], "blockRows": 29, "blockChars": 20594, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:35:35.229Z" } } }, { "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": "Andy was wearing an untidy, stained white shirt in the script I wrote for the comedy movie scene.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.6364, "ms": 16663, "ingest": { "rows": 735, "ms": 8299, "cached": 345 }, "recalled": 103, "queries": [ "Andy outfit", "Andy clothes", "comedy movie script", "what was Andy wearing", "script scene Andy", "comedy scene costume" ], "blockRows": 34, "blockChars": 20202, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:35:37.395Z" } } }, { "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": "The Kansas City Chiefs and the Jacksonville Jaguars played at Arrowhead Stadium in Kansas City, Missouri 12 times.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.6667, "ms": 11915, "ingest": { "rows": 744, "ms": 89, "cached": 744 }, "recalled": 88, "queries": [ "Chiefs vs Jaguars Arrowhead", "Chiefs Jaguars game", "played the Jaguars at Arrowhead", "Chiefs Jaguars score", "Chiefs vs Jaguars", "Jaguars at Arrowhead Stadium" ], "blockRows": 51, "blockChars": 20423, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:35:39.348Z" } } }, { "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": "Yes, in our previous conversation, we decided to name the Radiation Amplified zombie \"Fissionator.\"", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1429, "ms": 17878, "ingest": { "rows": 743, "ms": 7221, "cached": 403 }, "recalled": 108, "queries": [ "Radiation Amplified zombie name", "what should we name the zombie", "Radiation Amplified zombie", "naming the zombie", "zombie name ideas", "Radiation Amplified" ], "blockRows": 34, "blockChars": 20446, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:35:41.338Z" } } }, { "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 designer who creates stunning, unique engagement rings using unusual gemstones is Jessica Poole, and her Instagram handle is @jessica_poole_jewellery.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.2308, "ms": 25798, "ingest": { "rows": 775, "ms": 8867, "cached": 358 }, "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": 24, "blockChars": 20080, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:35:43.634Z" } } }, { "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 is the Roman numeral for 54. This helped you find file number 54 in the records room.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.4286, "ms": 20310, "ingest": { "rows": 760, "ms": 10380, "cached": 277 }, "recalled": 131, "queries": [ "jumpsuit designation", "records room file number", "jumpsuit ID", "finding the file number", "what was on my jumpsuit", "records room search" ], "blockRows": 48, "blockChars": 20614, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:35:45.665Z" } } }, { "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": "Yes, I recommended MusicTheory.net, which offers free lessons and exercises on music theory.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.25, "ms": 18860, "ingest": { "rows": 746, "ms": 8730, "cached": 339 }, "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": 29, "blockChars": 20431, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:35:47.631Z" } } }, { "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": "I recommended using \"a pilsner or lager\" for the Seco de Cordero recipe to avoid overpowering the flavors of the lamb and spices.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.5926, "ms": 22226, "ingest": { "rows": 752, "ms": 9916, "cached": 277 }, "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": 31, "blockChars": 20425, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:35:49.750Z" } } }, { "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, I mentioned that Pennsylvania requires fracking companies to monitor groundwater quality at nearby wells before drilling and for a certain period after drilling is complete.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.069, "ms": 18866, "ingest": { "rows": 747, "ms": 8260, "cached": 360 }, "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": 32, "blockChars": 20592, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:35:51.685Z" } } }, { "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, which was more romantic and heart-felt, the chord progression for the chorus was:\n\nC D E F G A B A G F E D C\n\nForever and always, my heart will sing.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.5, "ms": 21910, "ingest": { "rows": 766, "ms": 9768, "cached": 300 }, "recalled": 87, "queries": [ "sad songs", "chord progression chorus", "second sad song", "wrote a song", "lyrics for sad song", "chords for the second song" ], "blockRows": 33, "blockChars": 20501, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:35:53.771Z" } } }, { "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 offers an expansive collection of traditional Indian fabrics, threads, and embellishments is called Nostalgia.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.1, "ms": 28594, "ingest": { "rows": 752, "ms": 9199, "cached": 328 }, "recalled": 99, "queries": [ "online store India traditional fabrics", "Indian fabrics threads embellishments shop", "where to buy traditional Indian embroidery supplies", "Indian textile store recommendation", "traditional Indian tailoring materials online", "Indian fabric shop name" ], "blockRows": 32, "blockChars": 20284, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:35:57.837Z" } } }, { "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": "Yes, in our previous conversation on 2023-05-28, I mentioned Patagonia as a company that has successfully implemented environmentally responsible practices in its supply chain.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0769, "ms": 20072, "ingest": { "rows": 783, "ms": 9521, "cached": 338 }, "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": 33, "blockChars": 20262, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:35:59.833Z" } } }, { "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 brand you are referring to is Veja. They produce eco-friendly sneakers using materials like organic cotton, recycled plastic bottles, and wild rubber sourced from the Amazon rainforest.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.0714, "ms": 21927, "ingest": { "rows": 729, "ms": 9643, "cached": 282 }, "recalled": 121, "queries": [ "high-end fashion brands", "wild rubber", "Amazon rainforest", "rubber sourced from Amazon", "sustainable luxury brands", "fashion brand rubber" ], "blockRows": 30, "blockChars": 20393, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:36:01.879Z" } } }, { "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": "Certainly! The recommended ratio is to dilute tea tree oil with a carrier oil such as coconut oil, jojoba oil, or almond oil in a 1:10 ratio.", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.5366, "ms": 26476, "ingest": { "rows": 743, "ms": 9328, "cached": 311 }, "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": 32, "blockChars": 20294, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:36:04.007Z" } } }, { "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 with snapper that I recommended you try is \"Grilled Snapper with Mango Salsa.\"", "model": "gpt-4o", "correct": null, "abstained": false, "f1": 0.5, "ms": 21857, "ingest": { "rows": 779, "ms": 9662, "cached": 336 }, "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": 39, "blockChars": 20545, "evidenceHit": true, "evidenceAll": true, "judges": { "gpt-4o": { "correct": true, "raw": "Yes.", "at": "2026-10-03T01:36:06.250Z" } } } ], "summary": { "single-session-user": { "n": 70, "correct": 0, "accuracy": 0, "f1": 0.292 }, "multi-session": { "n": 133, "correct": 0, "accuracy": 0, "f1": 0.1192 }, "single-session-preference": { "n": 30, "correct": 0, "accuracy": 0, "f1": 0.1941 }, "temporal-reasoning": { "n": 133, "correct": 0, "accuracy": 0, "f1": 0.1718 }, "knowledge-update": { "n": 78, "correct": 0, "accuracy": 0, "f1": 0.1875 }, "single-session-assistant": { "n": 56, "correct": 0, "accuracy": 0, "f1": 0.3302 }, "all": { "n": 500, "correct": 0, "accuracy": 0, "f1": 0.1962 } }, "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": 0.292 }, "multi-session": { "n": 133, "correct": 86, "accuracy": 0.6466, "f1": 0.1192 }, "single-session-preference": { "n": 30, "correct": 17, "accuracy": 0.5667, "f1": 0.1941 }, "temporal-reasoning": { "n": 133, "correct": 103, "accuracy": 0.7744, "f1": 0.1718 }, "knowledge-update": { "n": 78, "correct": 60, "accuracy": 0.7692, "f1": 0.1875 }, "single-session-assistant": { "n": 56, "correct": 55, "accuracy": 0.9821, "f1": 0.3302 }, "all": { "n": 500, "correct": 388, "accuracy": 0.776, "f1": 0.1962 } } } } }