Errata.
spend $——.———— · the homebuyer’s history
Memory that keeps its corrections — every answer cited, every revision kept, refusal when the history never says.

results · Naive top-k RAG (k=10) · rerunC-nothink

Information extraction 63.2

72 of 114 rows right — 38 questions × 3 seeds (11/22/33)accuracy over the non-abstention questions of this ability; mean ± sd across seeds 11/22/33same arm, by ability: OverallMulti-sessionTemporalKnowledge updateAbstentionsame arm, by question_type: single-session-usersingle-session-assistantsingle-session-preferencemulti-sessiontemporal-reasoningknowledge-updatethe same cut, other arms: Errata 44.7Full-context baseline 80.7
  1. INCORRECT0a34ad58single-session-preferenceasked 2023/05/30 (Tue) 22:404,829 ctx tok

    I’m a bit anxious about getting around Tokyo. Do you have any helpful tips?

    naive
    * **Get There Early:** Beat the crowds by visiting early in the morning or later in the evening. * **Buy Tickets Online:** Purchase your tickets online in advance to avoid long queues. * **Dress Comfortably:** Wear comfortable shoes and clothes, as you'll be doing some walking and climbing stairs. * **Bring Snacks:** Pack some snacks and water, as options within the tower can be limited. * Make sure to check the Tsukiji Fish Market's website for the latest information on operating hours, as they may change. * The fish market is busiest in the early morning, so consider visiting between 5:00 AM and 7:00 AM for the best experience. * Wear comfortable shoes and dress in layers, as the market c…
    gold
    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.
    judge
    Doesn't personalize using Suica card or TripIt app as required.
  2. INCORRECT1da05512single-session-preferenceasked 2023/05/30 (Tue) 15:335,207 ctx tok

    I'm trying to decide whether to buy a NAS device now or wait. What do you think?

    naive
    The material does not provide advice on whether to buy a NAS device now or wait.
    gold
    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.
    judge
    Candidate declines to answer, ignores user's storage context
  3. INCORRECT2bf43736single-session-assistantasked 2023/05/30 (Tue) 21:494,513 ctx tok

    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?

    naive
    Chapter 4 of Book 1
    gold
    Chapter 4 of Book 1, titled 'Vocal Prayer and Meditation'.
    judge
    Missing chapter title 'Vocal Prayer and Meditation'
  4. ABSTAINED38146c39single-session-preferenceasked 2023/05/30 (Tue) 20:024,605 ctx tok

    I've been feeling like my chocolate chip cookies need something extra. Any advice?

    naive
    ABSTAINED — not in the historyother seeds: INSUFFICIENT_INFORMATION: The history mentions using turbinado sugar to enhance the flavor of baked goods like cookies.INSUFFICIENT_INFORMATION: The history mentions pairing turbinado sugar with nuts like almonds, pecans, or hazelnuts to enhance flavor.
    gold
    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.
    judge
    Candidate declines to answer despite having relevant info
  5. INCORRECT54026fcesingle-session-preferenceasked 2023/05/30 (Tue) 23:484,390 ctx tok

    I've been thinking about ways to stay connected with my colleagues. Any suggestions?

    naive
    Virtual Coffee Breaks, Online Team Activities, Collaborative Projects, Social Channels, Recognition and Celebrations, Interest-Based Groups
    gold
    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.
    judge
    Generic list, lacks acknowledgment of specific work situation/prior attempts
  6. ABSTAINED577d4d32single-session-userasked 2023/05/30 (Tue) 23:544,837 ctx tok

    What time do I stop checking work emails and messages?

    naive
    ABSTAINED — not in the historyother seeds: INSUFFICIENT_INFORMATION: The history mentions avoiding screens before bedtime and limiting stimulating activities, but does not specify a time for stopping work emails.INSUFFICIENT_INFORMATION: The history mentions avoiding stimulating activities like exercise, playing video games, or watching exciting movies at least 2-3 hours before bedtime, but does not specify a time for stopping work emails.
    gold
    7 pm
    judge
    Candidate failed to provide the 7 pm answer
  7. ABSTAINED60d45044single-session-userasked 2023/05/30 (Tue) 20:465,036 ctx tok

    What type of rice is my favorite?

    naive
    ABSTAINED — not in the history
    gold
    Japanese short-grain rice
    judge
    Candidate declines to answer, doesn't state Japanese short-grain rice as favorite
  8. INCORRECT6b7dfb22single-session-preferenceasked 2023/05/30 (Tue) 13:574,672 ctx tok

    I've been feeling a bit stuck with my paintings lately. Do you have any ideas on how I can find new inspiration?

    naive
    Hang art pieces, prints, or quotes that motivate you. Add plants or a small music system to create a pleasant atmosphere. Continue finding inspiration from social media, art communities, or other sources. Engage with content that excites you and keeps you motivated.
    gold
    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.
    judge
    Generic suggestions; lacks specific Instagram, tutorials, flowers, 30-day challenge references
  9. INCORRECT75f70248single-session-preferenceasked 2023/05/30 (Tue) 17:515,049 ctx tok

    I've been sneezing quite a bit lately. Do you think it might be my living room?

    naive
    Yes, it might be your living room if you have a cat that sheds a lot, as this can contribute to dust and dander circulation which may cause sneezing.other seeds: Yes, it might be your living room if you have a cat that sheds a lot, as this can contribute to dust and dander circulation which may cause sneezing.The material suggests that dust mites thrive in humid environments and that using a dehumidifier can help reduce moisture levels, making the living room less hospitable to them. It also recommends keeping the living room clutter-free, vacuuming regularly with a HEPA filter, changing air filters eve…
    gold
    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.
    judge
    Missing mention of cat's name Luna and recent deep clean detail
  10. ABSTAINED95228167single-session-preferenceasked 2023/05/30 (Tue) 21:045,027 ctx tok

    I'm getting excited about my visit to the music store this weekend. Any tips on what to look for in a new guitar?

    naive
    ABSTAINED — not in the historyother seeds: INSUFFICIENT_INFORMATION: The history mentions trying out both guitars before making a purchase to see which one feels and sounds more like "home" to you.INSUFFICIENT_INFORMATION: The history mentions a user considering upgrading from a Fender Stratocaster to a Gibson Les Paul.
    gold
    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.
    judge
    Declines to answer, doesn't mention Stratocaster vs Les Paul specifics
  11. ABSTAINEDa82c026esingle-session-userasked 2023/05/30 (Tue) 21:264,224 ctx tok

    What game did I finally beat last weekend?

    naive
    ABSTAINED — not in the historyother seeds: INSUFFICIENT_INFORMATION: The history mentions playing Dark Souls 3 and enjoying the sense of accomplishment when defeating a tough boss, but does not specify which game was beaten last weekend.INSUFFICIENT_INFORMATION: The history mentions playing 8 games of soccer and discussing Dark Souls 3, but does not state which game was beaten last weekend.
    gold
    Dark Souls 3 DLC
    judge
    Candidate declines to answer instead of stating Dark Souls 3 DLC
  12. ABSTAINEDc19f7a0bsingle-session-userasked 2023/05/30 (Tue) 22:194,754 ctx tok

    What time do I usually get home from work on weeknights?

    naive
    ABSTAINED — not in the history
    gold
    6:30 pm
    judge
    Candidate declines to answer; reference states 6:30 pm
  13. ABSTAINEDd6233ab6single-session-preferenceasked 2023/05/30 (Tue) 01:294,009 ctx tok

    I've been feeling nostalgic lately. Do you think it would be a good idea to attend my high school reunion?

    naive
    ABSTAINED — not in the historyother seeds: INSUFFICIENT_INFORMATION: The history mentions a Paris trip and souvenirs, but does not discuss high school reunions.INSUFFICIENT_INFORMATION: The history mentions a dinner party with a Parisian theme and souvenirs from a trip to Paris, but does not discuss high school reunions.
    gold
    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.
    judge
    Candidate declines with unrelated info, missing debate team/AP course facts
  14. ABSTAINEDe47becbasingle-session-userasked 2023/05/30 (Tue) 23:404,290 ctx tok

    What degree did I graduate with?

    naive
    ABSTAINED — not in the historyother seeds: INSUFFICIENT_INFORMATION: The chat history mentions taking an online course on diversity and inclusion but does not specify a degree.INSUFFICIENT_INFORMATION: The history mentions taking an online course on diversity and inclusion but does not state what degree you graduated with.
    gold
    Business Administration
    judge
    Candidate declines to answer, omits Business Administration
  15. CORRECT0862e8bfsingle-session-userasked 2023/05/30 (Tue) 12:184,454 ctx tok

    What is the name of my cat?

    naive
    Luna
    gold
    Luna
    judge
    Candidate states the cat's name is Luna, matching reference.
  16. CORRECT1568498asingle-session-assistantasked 2023/05/30 (Tue) 23:355,742 ctx tok

    I'm looking back at our previous chess game and I was wondering, what was the move you made after 27. Kg2 Bd5+?

    naive
    28. Kg3
    gold
    28. Kg3
    judge
    Matches reference move exactly, 28. Kg3
  17. CORRECT1903adedsingle-session-assistantasked 2023/05/30 (Tue) 20:574,879 ctx tok

    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?

    naive
    Transcriptionist
    gold
    Transcriptionist.
    judge
    Matches reference fact: Transcriptionist
  18. CORRECT19b5f2b3single-session-userasked 2023/05/30 (Tue) 20:505,080 ctx tok

    How long was I in Japan for?

    naive
    two weeks
    gold
    two weeks
    judge
    Matches reference: two weeks
  19. CORRECT1de5cff2single-session-assistantasked 2023/05/30 (Tue) 19:494,550 ctx tok

    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?

    naive
    Veja
    gold
    Veja
    judge
    Candidate correctly names Veja, matching the reference.
  20. CORRECT21436231single-session-userasked 2023/05/30 (Tue) 19:254,990 ctx tok

    How many largemouth bass did I catch on my fishing trip to Lake Michigan?

    naive
    12
    gold
    12
    judge
    Matches the reference quantity of 12
  21. CORRECT29f2956bsingle-session-userasked 2023/05/30 (Tue) 20:454,497 ctx tok

    How much time do I dedicate to practicing guitar every day?

    naive
    30 minutes daily
    gold
    30 minutes
    judge
    Both state 30 minutes daily
  22. CORRECT352ab8bdsingle-session-assistantasked 2023/05/30 (Tue) 23:314,558 ctx tok

    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?

    naive
    approximately 20%
    gold
    The average improvement in framerate was approximately 20% when using the Hardware-Aware Modular Training (HAMT) agent.
    judge
    Candidate states same 20% improvement figure
  23. CORRECT36580ce8single-session-userasked 2023/05/30 (Tue) 22:094,457 ctx tok

    What health issue did I initially think was just a cold?

    naive
    bronchitis
    gold
    bronchitis
    judge
    Matches reference fact: bronchitis
  24. CORRECT5809eb10single-session-assistantasked 2023/05/30 (Tue) 23:234,494 ctx tok

    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?

    naive
    2014
    gold
    2014.
    judge
    Candidate states 2014, matching reference.
  25. CORRECT6ade9755single-session-userasked 2023/05/30 (Tue) 21:044,151 ctx tok

    Where do I take yoga classes?

    naive
    Serenity Yoga
    gold
    Serenity Yoga
    judge
    Matches reference entity: Serenity Yoga
  26. CORRECT6ae235besingle-session-assistantasked 2023/05/30 (Tue) 23:414,493 ctx tok

    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?

    naive
    The Lake Charles Refinery uses atmospheric distillation, fluid catalytic cracking (FCC), alkylation, and hydrotreating.
    gold
    Atmospheric distillation, fluid catalytic cracking (FCC), alkylation, and hydrotreating.
    judge
    Matches all four processes listed in reference answer
  27. CORRECT6b168ec8single-session-userasked 2023/05/30 (Tue) 20:244,742 ctx tok

    How many bikes do I own?

    naive
    3
    gold
    three
    judge
    3 equals three
  28. CORRECT7161e7e2single-session-assistantasked 2023/05/30 (Tue) 20:164,812 ctx tok

    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?

    naive
    Admon works the 8 am - 4 pm (Day Shift) on Sunday.
    gold
    Admon was assigned to the 8 am - 4 pm (Day Shift) on Sundays.
    judge
    Matches Admon's Sunday 8am-4pm Day Shift assignment
  29. CORRECT71a3fd6bsingle-session-assistantasked 2023/05/30 (Tue) 21:384,330 ctx tok

    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?

    naive
    +49 (0) 62 32 / 14 23 - 0
    gold
    +49 (0) 62 32 / 14 23 - 0
    judge
    Phone number matches exactly.
  30. CORRECT8464fc84single-session-assistantasked 2023/05/30 (Tue) 23:015,312 ctx tok

    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?

    naive
    Roscioli
    gold
    Roscioli
    judge
    Matches reference name Roscioli
  31. CORRECT8550ddaesingle-session-userasked 2023/05/30 (Tue) 23:514,737 ctx tok

    What type of cocktail recipe did I try last weekend?

    naive
    lavender gin fizz
    gold
    lavender gin fizz
    judge
    Exact match: lavender gin fizz
  32. CORRECT8aef76bcsingle-session-assistantasked 2023/05/30 (Tue) 05:064,264 ctx tok

    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?

    naive
    Mod Podge or another sealant
    gold
    Mod Podge or another sealant
    judge
    Exact match with reference answer
  33. CORRECT8ebdbe50single-session-userasked 2023/05/30 (Tue) 18:444,500 ctx tok

    What certification did I complete last month?

    naive
    Data Scienceother seeds: Data Science certificationData Science
    gold
    Data Science
    judge
    Matches reference fact: Data Science certification
  34. CORRECTad7109d1single-session-userasked 2023/05/30 (Tue) 21:563,651 ctx tok

    What speed is my new internet plan?

    naive
    500 Mbps
    gold
    500 Mbps
    judge
    Matches reference value of 500 Mbps
  35. CORRECTb759caeesingle-session-assistantasked 2023/05/30 (Tue) 23:504,385 ctx tok

    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?

    naive
    @jessica_poole_jewellery
    gold
    @jessica_poole_jewellery
    judge
    Matches the exact Instagram handle
  36. CORRECTcc539528single-session-assistantasked 2023/05/30 (Tue) 19:204,153 ctx tok

    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?

    naive
    Ruby, Python, or PHP
    gold
    I recommended learning Ruby, Python, or PHP as a back-end programming language.
    judge
    Lists same languages: Ruby, Python, PHP
  37. CORRECTceb54acbsingle-session-assistantasked 2023/05/30 (Tue) 22:564,559 ctx tok

    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?

    naive
    Sexual fixations, Problematic sexual behaviors, Sexual impulsivity, Compulsive sexuality
    gold
    I suggested 'sexual fixations', 'problematic sexual behaviors', 'sexual impulsivity', and 'compulsive sexuality'.
    judge
    Matches all four terms from reference answer exactly.
  38. CORRECTf8c5f88bsingle-session-userasked 2023/05/30 (Tue) 23:394,852 ctx tok

    Where did I buy my new tennis racket from?

    naive
    a sports store downtown
    gold
    the sports store downtown
    judge
    Same fact: sports store downtown, minor article difference only