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

results · Full-context baseline · rerunB-nothink

Information extraction 80.7

92 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 44.7Naive top-k RAG (k=10) 63.2
  1. INCORRECT0a34ad58single-session-preferenceasked 2023/05/30 (Tue) 22:40109,767 ctx tok

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

    full-context
    Use your Suica card to tap in and out at ticket gates when traveling by train or bus. Make sure to touch the card on the reader at both entry and exit stations.other seeds: Use your Suica card to tap in and out at ticket gates when traveling by train or bus. Make sure to touch the card on the reader at both entry and exit stations.Use your Suica card to tap in and out at ticket gates for trains and buses. Make sure to check the operating hours of attractions like the Tsukiji Fish Market, as they may change. Be mindful of your belongings in crowded areas.
    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
    Mentions Suica only, omits TripIt app and personalized use of prior preparations
  2. INCORRECT1da05512single-session-preferenceasked 2023/05/30 (Tue) 15:33111,459 ctx tok

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

    full-context
    The material does not contain information about whether you should buy a NAS device now or wait, as it only provides recommendations for specific NAS models and their security features.other seeds: INSUFFICIENT_INFORMATION: The history mentions NAS devices like the Synology DiskStation DS218j and QNAP TS-231P, but does not provide advice on whether to buy now or wait.INSUFFICIENT_INFORMATION: The history mentions NAS devices like the Synology DiskStation DS218j and QNAP TS-231P, but does not provide advice on whether to buy 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
    Declines to answer, ignores user's storage issues and context
  3. INCORRECT2bf43736single-session-assistantasked 2023/05/30 (Tue) 21:49108,414 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?

    full-context
    Chapter 4 of Book 1other seeds: Chapter 4 of Book 1.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. INCORRECT6b7dfb22single-session-preferenceasked 2023/05/30 (Tue) 13:57111,013 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?

    full-context
    The material mentions that you have been getting inspiration from social media.
    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
    Missing tutorials, revisiting flower theme, and 30-day challenge details
  5. UNPARSEABLE75f70248single-session-preferenceasked 2023/05/30 (Tue) 17:51110,292 ctx tok

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

    full-context
    Yes, it could be related to your living room, especially if you have a cat that sheds a lot. The material suggests that pet hair and dander can contribute to dust in the living room, which may trigger sneezing or allergies. To help reduce this, the material recommends vacuuming regularly with a HEPA filter, dusting with a damp cloth, grooming your cat regularly, and changing air filters every 1-3 months.other seeds: Yes, your living room could be contributing to your sneezing. The chat history mentions that keeping a living room dust-free is challenging, especially with a cat that sheds a lot, and that dust mites thrive in humid environments. Additionally, the history suggests that certain plants like Spider P…Yes, it could be related to your living room, especially if you have a cat that sheds a lot. Cat dander and dust can accumulate in the living room and trigger sneezing or allergic reactions. To help reduce this, you can vacuum regularly with a HEPA filter, dust with a damp cloth, groom your cat fre…
    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.
  6. INCORRECT95228167single-session-preferenceasked 2023/05/30 (Tue) 21:04109,649 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?

    full-context
    Based on the chat history provided, there is no mention of a visit to a music store this weekend. The user did discuss upgrading from a Fender Stratocaster to a Gibson Les Paul and asked about open D tuning, but these conversations occurred in previous sessions (May 25, 2023) and do not reference a specific upcoming visit to a music store this weekend. INSUFFICIENT_INFORMATION: The history mentions discussing guitar upgrades and tunings, but does not mention a planned visit to a music store this weekend.
    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
    Candidate declines to give Strat vs Les Paul comparison tips
  7. ABSTAINEDd6233ab6single-session-preferenceasked 2023/05/30 (Tue) 01:29110,805 ctx tok

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

    full-context
    ABSTAINED — not in the history
    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 to answer, marked insufficient information
  8. INCORRECT54026fcesingle-session-preferenceasked 2023/05/30 (Tue) 23:48113,765 ctx tok

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

    full-context
    Here are a few suggestions to socialize with your colleagues while working from home: 1. **Virtual Coffee Breaks**: Schedule regular informal video calls for casual chats, just like you would around the water cooler. 2. **Online Team Activities**: Organize virtual games or team-building exercises, such as trivia or online escape rooms. 3. **Collaborative Projects**: Work on cross-departmental projects or join working groups to increase interactions. 4. **Social Channels**: Create or join informal chat groups on platforms like Slack or Microsoft Teams for non-work-related conversations. 5. **Recognition and Celebrations**: Celebrate milestones, birthdays, or work anniversaries with virtual…
    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 suggestions, doesn't reference user's specific past attempts or work situation
  9. CORRECT0862e8bfsingle-session-userasked 2023/05/30 (Tue) 12:18105,949 ctx tok

    What is the name of my cat?

    full-context
    Luna
    gold
    Luna
    judge
    Candidate states the same name, Luna.
  10. CORRECT1568498asingle-session-assistantasked 2023/05/30 (Tue) 23:35109,000 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+?

    full-context
    28. Kg3
    gold
    28. Kg3
    judge
    Matches reference move exactly: 28. Kg3
  11. CORRECT1903adedsingle-session-assistantasked 2023/05/30 (Tue) 20:57109,163 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?

    full-context
    Transcriptionist
    gold
    Transcriptionist.
    judge
    Matches reference fact: Transcriptionist
  12. CORRECT19b5f2b3single-session-userasked 2023/05/30 (Tue) 20:50107,993 ctx tok

    How long was I in Japan for?

    full-context
    Two weeksother seeds: two weekstwo weeks
    gold
    two weeks
    judge
    Same fact: two weeks, just capitalization difference
  13. CORRECT1de5cff2single-session-assistantasked 2023/05/30 (Tue) 19:49110,719 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?

    full-context
    Veja
    gold
    Veja
    judge
    Candidate correctly names Veja
  14. CORRECT21436231single-session-userasked 2023/05/30 (Tue) 19:25109,269 ctx tok

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

    full-context
    12
    gold
    12
    judge
    Matches quantity: 12
  15. CORRECT29f2956bsingle-session-userasked 2023/05/30 (Tue) 20:45107,223 ctx tok

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

    full-context
    30 minutes
    gold
    30 minutes
    judge
    Matches reference value: 30 minutes
  16. CORRECT352ab8bdsingle-session-assistantasked 2023/05/30 (Tue) 23:31110,735 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?

    full-context
    approximately 20%
    gold
    The average improvement in framerate was approximately 20% when using the Hardware-Aware Modular Training (HAMT) agent.
    judge
    Matches the 20% figure stated in reference
  17. CORRECT36580ce8single-session-userasked 2023/05/30 (Tue) 22:09108,197 ctx tok

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

    full-context
    bronchitisother seeds: Bronchitisbronchitis
    gold
    bronchitis
    judge
    Both state bronchitis
  18. CORRECT38146c39single-session-preferenceasked 2023/05/30 (Tue) 20:02111,692 ctx tok

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

    full-context
    Based on the material provided, there is no specific advice given for enhancing chocolate chip cookies. The text does mention using turbinado sugar in baked goods like cookies to add a richer flavor and suggests pairing it with spices (cinnamon, nutmeg, cardamom), citrus, nuts, espresso, vanilla, cocoa powder, dried fruits, coconut, ginger, or salt.other seeds: Based on the material provided, there is no specific advice regarding chocolate chip cookies. However, the history does mention that **turbinado sugar** adds a richer flavor and can be paired with ingredients like **spices (cinnamon, nutmeg, cardamom)**, **citrus**, **nuts (almonds, pecans, hazelnu…Based on the material provided, there is no specific advice given for enhancing chocolate chip cookies. However, in a different context within the chat history, the assistant suggested adding **walnuts or pecans** to carrot cake to complement its flavor, and also mentioned that **turbinado sugar**…
    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 builds on turbinado sugar use, suggesting complementary flavors as reference requires.
  19. CORRECT577d4d32single-session-userasked 2023/05/30 (Tue) 23:54109,671 ctx tok

    What time do I stop checking work emails and messages?

    full-context
    7 pm
    gold
    7 pm
    judge
    Matches reference: 7 pm
  20. CORRECT5809eb10single-session-assistantasked 2023/05/30 (Tue) 23:23109,313 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?

    full-context
    The construction of the house began in 2014.
    gold
    2014.
    judge
    States construction began in 2014, matching reference.
  21. CORRECT60d45044single-session-userasked 2023/05/30 (Tue) 20:46111,448 ctx tok

    What type of rice is my favorite?

    full-context
    Japanese short-grain rice
    gold
    Japanese short-grain rice
    judge
    Exact match: Japanese short-grain rice
  22. CORRECT6ade9755single-session-userasked 2023/05/30 (Tue) 21:04109,299 ctx tok

    Where do I take yoga classes?

    full-context
    Serenity Yoga
    gold
    Serenity Yoga
    judge
    Matches reference exactly: Serenity Yoga
  23. CORRECT6ae235besingle-session-assistantasked 2023/05/30 (Tue) 23:41109,380 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?

    full-context
    The Lake Charles Refinery uses the following processes: * Atmospheric distillation * Fluid catalytic cracking (FCC) * Alkylation * Hydrotreating
    gold
    Atmospheric distillation, fluid catalytic cracking (FCC), alkylation, and hydrotreating.
    judge
    Matches all four processes listed in reference
  24. CORRECT6b168ec8single-session-userasked 2023/05/30 (Tue) 20:24111,387 ctx tok

    How many bikes do I own?

    full-context
    You own three bikes.
    gold
    three
    judge
    Both state quantity of three bikes.
  25. CORRECT7161e7e2single-session-assistantasked 2023/05/30 (Tue) 20:16109,620 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?

    full-context
    Admon was scheduled for the 8 am - 4 pm (Day Shift) on Sunday.other seeds: Admon was assigned to the 8 am - 4 pm (Day Shift) on Sunday.Admon was scheduled for the 8 am - 4 pm (Day Shift) on Sunday.
    gold
    Admon was assigned to the 8 am - 4 pm (Day Shift) on Sundays.
    judge
    Same fact: Admon on 8am-4pm Day Shift Sunday
  26. CORRECT71a3fd6bsingle-session-assistantasked 2023/05/30 (Tue) 21:38109,769 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?

    full-context
    +49 (0) 62 32 / 14 23 - 0
    gold
    +49 (0) 62 32 / 14 23 - 0
    judge
    Exact phone number match
  27. CORRECT8464fc84single-session-assistantasked 2023/05/30 (Tue) 23:01109,853 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?

    full-context
    Roscioli
    gold
    Roscioli
    judge
    Candidate names Roscioli, matching the reference answer exactly.
  28. CORRECT8550ddaesingle-session-userasked 2023/05/30 (Tue) 23:51111,210 ctx tok

    What type of cocktail recipe did I try last weekend?

    full-context
    Lavender gin fizz
    gold
    lavender gin fizz
    judge
    Same fact: lavender gin fizz, just capitalized differently
  29. CORRECT8aef76bcsingle-session-assistantasked 2023/05/30 (Tue) 05:06110,646 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?

    full-context
    Mod Podge or another sealant
    gold
    Mod Podge or another sealant
    judge
    Exact match: Mod Podge or another sealant
  30. CORRECT8ebdbe50single-session-userasked 2023/05/30 (Tue) 18:44111,515 ctx tok

    What certification did I complete last month?

    full-context
    Data Science
    gold
    Data Science
    judge
    Matches reference fact: Data Science certification
  31. CORRECTa82c026esingle-session-userasked 2023/05/30 (Tue) 21:26111,179 ctx tok

    What game did I finally beat last weekend?

    full-context
    Dark Souls 3 DLC
    gold
    Dark Souls 3 DLC
    judge
    Matches exactly: Dark Souls 3 DLC
  32. CORRECTad7109d1single-session-userasked 2023/05/30 (Tue) 21:56106,871 ctx tok

    What speed is my new internet plan?

    full-context
    500 Mbps
    gold
    500 Mbps
    judge
    Both state 500 Mbps
  33. CORRECTb759caeesingle-session-assistantasked 2023/05/30 (Tue) 23:50110,164 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?

    full-context
    @jessica_poole_jewellery
    gold
    @jessica_poole_jewellery
    judge
    Matches the exact Instagram handle stated in reference
  34. CORRECTc19f7a0bsingle-session-userasked 2023/05/30 (Tue) 22:19109,889 ctx tok

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

    full-context
    6:30 pm
    gold
    6:30 pm
    judge
    Matches exact time stated in reference
  35. CORRECTcc539528single-session-assistantasked 2023/05/30 (Tue) 19:20108,785 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?

    full-context
    Ruby, Python, or PHP
    gold
    I recommended learning Ruby, Python, or PHP as a back-end programming language.
    judge
    Names Ruby, Python, PHP matching reference exactly
  36. CORRECTceb54acbsingle-session-assistantasked 2023/05/30 (Tue) 22:56109,956 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?

    full-context
    Sexual fixations, Problematic sexual behaviors, Sexual impulsivity, Compulsive sexuality
    gold
    I suggested 'sexual fixations', 'problematic sexual behaviors', 'sexual impulsivity', and 'compulsive sexuality'.
    judge
    Lists same four terms matching reference exactly.
  37. CORRECTe47becbasingle-session-userasked 2023/05/30 (Tue) 23:40109,436 ctx tok

    What degree did I graduate with?

    full-context
    Business Administration
    gold
    Business Administration
    judge
    Matches reference: Business Administration
  38. CORRECTf8c5f88bsingle-session-userasked 2023/05/30 (Tue) 23:39109,490 ctx tok

    Where did I buy my new tennis racket from?

    full-context
    a sports store downtown
    gold
    the sports store downtown
    judge
    Same fact: sports store downtown, minor article difference