壁のためのAIと卵のためのAI

人工知能学会全国大会 (JSAI 2023) 学生企画「人は人工知能に何を求めるのか」

Transcript

1. นͷͨΊͷ"*ͱཛͷͨΊͷ"*
   ೥݄೔
   

   +4"*ֶੜاըʮਓ͸ਓ޻஌ೳʹԿΛٻΊΔͷ͔ʯ
   

   

   ౦ژେֶഅ৔ઇ೫
   

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2. นͷͨΊͷ"*ͱཛͷͨΊͷ"*
   2
   “
   ΋͜͜͠ʹߗ͍େ͖ͳน͕͋Γɼͦ͜ʹͿׂ͔ͭͬͯΕΔ
   ཛ͕͋ͬͨͱͨ͠Βɼࢲ͸ৗʹཛͷଆʹཱͪ·͢ɽ
   ଜ্य़थʮʰนͱཛʱŠΤϧαϨϜ৆ɾड৆ͷ͍͋ͭ͞ʯ
   ଜ্य़थ ʮଜ্य़थࡶจूʯ
   https://www.jiji.com/jc/v2?id=murakami-haruki_17photo
   

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3. "*͸ϚδϣϦςΟͷ
   

   ͨΊͷ΋ͷͳͷ͔ʁ
   

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4. $IBU(15ʹ͸΢ΣϒͷϚδϣϦςΟͷߟ͕͑൓ө͞Ε͍ͯΔ
   4
   GPT-3
   Web text
   

   (Common Crawl,
   

   WebText2)
   Books
   Wikipedia
   

   (English)
   T. Brown et al. Language Models are Few-Shot Learners. https://arxiv.org/abs/2005.14165
   $IBU(15ͷϕʔεͰ͋Δ
   

   (15ͷֶशʹ͸
   

   ΢Σϒ্ͷςΩετ͕ओʹ
   

   ࢖ΘΕ͍ͯΔ
   https://
   commoncrawl.github.io/cc-
   crawl-statistics/plots/
   languages
   $PNNPO$SBXM͸
   

   ӳޠ͕൒෼ۙ͘Λ઎ΊΔ
   

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5. $IBU(15ʹ͸΢ΣϒͷϚδϣϦςΟͷߟ͕͑൓ө͞Ε͍ͯΔ
   5
   https://chat.openai.com/share/7b694d4f-ef4a-409f-933c-edac4591cbe7
   $IBU(15͸Ձ஋؍ͷըҰԽʹͭͳ͕Δɼͱ͍͏ҙݟ͕͋Γ·͢ɽͦͷΑ͏ͳࣄྫΛ
   ڭ͍͑ͯͩ͘͞
   $IBU(15͸େྔͷςΩετσʔλ͔Βֶश͠·͢ɽ͜ͷσʔλ͸ωοτ্ͷ͞·͟
   ·ͳ৘ใݯ͔Βऔಘ͞ΕΔͨΊɼͦͷ৘ใݯͷՁ஋؍΍ݟղΛ൓ө͢ΔՄೳੑ͕͋Γ
   ·͢ɽ͜Ε͕Ձ஋؍ͷըҰԽʹͭͳ͕Δͱ͍͏ݒ೦͕͋ΔΘ͚Ͱ͢ɽ
   

   ྫ͑͹ɼ$IBU(15͕ओʹӳޠݍͷΠϯλʔωοτ্ͷςΩετΛֶश͍ͯ͠Δ৔
   ߹ɼͦΕ͸Ԥถͷࢹ఺΍Ձ஋؍Λڧ͘൓ө͢Δ͔΋͠Ε·ͤΜɽଞͷจԽ΍ࢹ఺͕े
   ෼ʹ൓ө͞Εͳ͍Մೳੑ͕͋Γ·͢ɽ·ͨɼଟ਺೿ͷҙݟΛओͱֶͯ͠शͯ͠͠·͏
   Մೳੑ΋͋ΔͨΊɼϚΠϊϦςΟͷࢹ఺΍੠͕খ͘͞ͳΓɼ݁Ռͱͯ͠શମͷࢹ఺͕
   ըҰԽ͞Εͯ͠·͏ڪΕ͕͋Γ·͢ɽ
   ˞.PEFM (15 .BZ 7FSTJPO
   ɽҎ߱ಉ༷
   

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6. $IBU(15ͷճ౴ʹϚδϣϦςΟͷӨڹ͕͋Δྫᶃ
   6
   υΫλʔɾεϛε͸ɼΞϝϦΧͷίϩϥυभཱපӃʹۈ຿͢Δ࿹ར͖ͷ֎Պҩɽ࢓ࣄ
   த͸ɼৗʹྫྷ੩௜ணɼେ୾͔ͭࡉ৺Ͱɼभ஌ࣄʹ·Ͱ৴๬͕ް͍ɽυΫλʔɾεϛε
   ͕໷ۈΛ͍ͯͨ͋͠Δ೔ɼٹٸ֎དྷͷి࿩͕໐ͬͨɽަ௨ࣄނͷ͚͕ਓΛൖૹ͢Δͷ
   Ͱࣥ౛ͯ͠΄͍͠ͱ͍͏ɽ෕਌͕ଉࢠͱҰॹʹυϥΠϒதɼಓ࿏͔Β୩΁సམ͠ɼं
   ͸େഁɼ෕਌͸ଈࢮɼࢠͲ΋͸ॏମͩͱٹٸୂһ͸ࠂ͛ͨɽ෼ޙɼॏମͷࢠͲ΋͕
   පӃʹӡͼࠐ·Ε͖ͯͨɽͦͷإΛݟͯɼυΫλʔɾεϛε͸Ξοͱڣͼɼͦͷ··
   ᣔવࣦࣗͱͳͬͨɽͦͷࢠ͸ɼυΫλʔɾεϛεͷଉࢠͩͬͨͷͩɽަ௨ࣄނʹ͋ͬ
   ͨ෕਌ͱɼυΫλʔɾεϛεͷؔ܎Λ౴͑Α
   

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7. $IBU(15ͷճ౴ʹϚδϣϦςΟͷӨڹ͕͋Δྫᶃ
   7
   ަ௨ࣄނʹ͋ͬͨ෕਌͸υΫλʔɾεϛεࣗ਎Ͱ͋Δͱݴ͑·͢ɽঢ়گઆ໌͔Β͸ɼ
   υΫλʔɾεϛε͕࢓ࣄதʹɼަ௨ࣄނͰॏମͱͳͬͨࢠͲ΋ͷٹٸൖૹͷใࠂΛड
   ͚·͢ɽͦͷࢠͲ΋͕ࣗ෼ͷଉࢠͩͱ஌ͬͨͱ͖ɼυΫλʔɾεϛε͸ڻ͖ͱγϣο
   ΫͰᣔવࣦࣗͱͳΓ·ͨ͠ɽ͔͠͠ɼͦͷࣄނͰଉࢠͱҰॹʹ͍ͨ෕਌ʢͭ·ΓυΫ
   λʔɾεϛεࣗ਎ʣ͸ଈࢮͨ͠ͱͷใࠂ͕͋Γ·ͨ͠ɽ͕ͨͬͯ͠ɼ͜Ε͸࣌ؒ΍ۭ
   ؒͷύϥυοΫεͷҰछɼ·ͨ͸ɼ෺ޠ͕ಛఆͷϦΞϦςΟΛ௒ӽͨ͠ԿΒ͔ͷܗࣜ
   ʢྫ͑͹ເ΍ݬ֮ͳͲʣΛؚΜͰ͍ΔՄೳੑ͕͋Γ·͢ɽͦΕͱ΋ɼ෕਌ͱࢠͲ
   ΋ͷఆٛʹಛผͳจ຺͕͋ΓɼͦΕ͕ࠓճͷࠞཚΛҾ͖ى͍ͯ͜͠Δ͔΋͠Ε·ͤ
   Μɽ
   https://chat.openai.com/share/4736d54c-0408-4f82-b4aa-533850c5a0bb
   

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8. ʮҩࢣ͸உੑͩʯͱ͍͏όΠΞε͕൓ө͞Ε͍ͯΔ
   8
   ໰୊จͷग़యɿ
   

   ஑্஌ࢠ ʮજࡏೝ஌ͱεςϨΦλΠϓʯകຊᴲ෉ʢ؂म
   ɾ઒ޱ५ʢฤ
   ʰݱ୅ͷೝ஌ݚڀʦੈلʹ޲͚ͯʧʱ
   γϯϓϧͳ౴͑͸ʮަ௨ࣄނʹ͋ͬͨ෕਌ͱυΫλʔɾεϛε͸ɼڞʹɼ
   ॏମͷࢠͲ΋ͷ྆਌Ͱ͋Δʯɼͭ·ΓυΫλʔɾεϛε͸ࢠͲ΋ͷ฼਌Ͱ
   ͋Δɽ
   ΢Σϒ্ͷจষʹ൓ө͞ΕͨόΠΞε͕$IBU(15ʹ൓ө͞Εɼ
   

   υΫλʔɾεϛε͕ঁੑͰ͋Δͱ͍͏ൃ૝ʹࢸΒͳ͔ͬͨɽ
   

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9. $IBU(15ͷճ౴ʹϚδϣϦςΟͷӨڹ͕͋Δྫᶄ
   9
   ੒੷͕ฏۉҎԼͷࢠڙͷ਌͸ɼͲ͏͍͏ରॲΛ͢Δ΂͖Ͱ͔͢ʁ
   ਌ͱͯ͠ɼࢠڙͷֶۀʹର͢Δࢧԉ͸ॏཁͳ໾ׂΛՌͨ͠·͢ɽฏۉҎԼͷ੒੷Λड
   ͚औͬͨ৔߹ɼҎԼͷΑ͏ͳରॲ๏Λࢼͯ͠ΈΔ͜ͱ͕Ͱ͖·͢ɿ
   

   ର࿩ΛਂΊΔɿࢠڙֶ͕ۀʹࠔ೉Λײ͍ͯ͡Δཧ༝Λཧղ͢ΔͨΊʹɼ։͔Εͨ
   ର࿩Λ࣋ͭ͜ͱ͕ॏཁͰ͢ɽϓϨογϟʔ΍ෆ҆ɼཧղͰ͖ͳ͍ڭࡐɼ͋Δ͍͸
   ଞͷݸਓతͳ໰୊͕͋Δ͔΋͠Ε·ͤΜɽ
   ֶश؀ڥΛ֬ೝ͢Δɿࢠڙ͕ษڧ͢ΔͨΊͷద੾ͳ؀ڥ͕͋Δ͔Ͳ͏͔ΛݟͯΈ
   ͍ͯͩ͘͞ɽ੩͔Ͱɼதஅ͞Εͣɼඞཁͳࢿྉ͕खݩʹ͋Δ৔ॴ͕ཧ૝తͰ͢ɽ
   https://chat.openai.com/share/a238bbb6-1d1f-429d-a6e5-f8da6fa433ab
   

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10. $IBU(15ͷճ౴ʹϚδϣϦςΟͷӨڹ͕͋Δྫᶄ
    10
    
    ݸผͷࢦಋΛݕ౼͢Δɿݸผࢦಋ΍Ոఉڭࢣ͸ɼࢠڙ͕ಛఆͷՊ໨Ͱ௥͍ͭ͘ͷ
    ʹ໾ཱ͔ͭ΋͠Ε·ͤΜɽ·ͨɼֶߍͷڭࢣ͔Β௥ՃͷࢦಋΛड͚Δ͜ͱ΋Մೳ
    Ͱ͢ɽ
    
    ਭ຾ɼӡಈɼӫཆɿ͜ΕΒͷجຊతͳ݈߁ཁૉֶ͕ۀͷ੒ޭʹେ͍ʹӨڹ͠·
    ͢ɽࢠڙ͕े෼ʹਭ຾ΛͱΓɼఆظతʹӡಈ͠ɼ݈߁తͳ৯ࣄΛͱ͍ͬͯΔ͜ͱ
    Λ֬ೝ͍ͯͩ͘͠͞ɽ
    
    ֶशٕज़Λڭ͑Δɿޮ཰తͳϊʔτͷऔΓํɼ࣌ؒ؅ཧɼςετରࡦͳͲɼֶश
    ٕज़͸ࢠڙֶ͕ۀͰ੒ޭ͢ΔͨΊͷॏཁͳπʔϧͰ͢ɽ
    

    ࠷ޙʹɼࢠڙʹରͯ͠ࢧ࣋ͱѪ৘Λࣔ͢͜ͱ͕େ੾Ͱ͢ɽ੒ޭ͸Ұ൩ʹͯ͠ୡ੒͞Ε
    Δ΋ͷͰ͸ͳ͘ɼࢠڙ͕ࣗ෼ࣗ਎ͷਐาΛೝࣝ͠ɼࣗ৴Λ࣋ͭ͜ͱ͕ॏཁͰ͢ɽ
    https://chat.openai.com/share/a238bbb6-1d1f-429d-a6e5-f8da6fa433ab
    

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11. ʮֶۀ੒੷͕શͯͰ͸ͳ͍ʯͱ͍͏ࢹ఺͕ൈ͚͍ͯΔ
    11
    ʮ੒੷͕ฏۉҎԼͷࢠڙͷ਌͸ɼͲ͏͍͏ରॲΛ͢Δ΂͖Ͱ͔͢ʁʯ
    

    ͱ͍͏໰͍ɽ੒੷Λ্͛Δํ๏͚ͩΛฉ͍͍ͯΔΘ͚Ͱ͸ͳ͍ɽ
    ʮֶۀ੒੷͕શͯͰ͸ͳ͍ʯͱ͍͏ࢹ఺͕ൈ͚͍ͯΔɽ
    

    ʮֶۀ੒੷͸ฏۉҎ্Ͱ͋Δ΂͖ͩʯͱ͍͏ϚδϣϦςΟͷߟ͑ʹӨڹ͞
    Ε͍ͯΔɽ
    

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12. ਓؒͷଟ༷ͳߟ͕͑$IBU(15ʹ൓ө͞Ε͍ͯͳ͍
    12
    ੒੷ʹͱΒΘͳ͍͍ͯ͘ͱߟ͑·͢ɽͦͷࢠʹ͸ษڧҎ֎ʹ௕͚͍ͯΔ఺͕͋Δͱࢥ
    ͍·͢ɽແཧʹक़ʹ௨ΘͤͨΓษڧΛଅ͢ͷͰͳ͘ɼͦͷࢠͷ௕ॴΛΈ͚ͭͯ͋͛Δ
    ͜ͱ͕ඞཁͩͱࢥ͍·͢ɽ
    ࢠڙʹɼࢠͲ΋ࣗ਎ͷײ֮ͱͯ͠ɼ౒ྗ͢Ε͹ฏۉΑΓ্ͷ੒੷͕औΕͦ͏Ͱ͋Δ͔
    Λ୶ʑͱ֬ೝ͠·͢ɽऔΕͳͦ͞͏Ͱ͋Ε͹ɼҧ͏෼໺Λ৳͹͢Α͏ʹ͠·͢ɽྫ͑
    ͹ɼֆΛඳ͘͜ͱɼָثΛԋ૗͢Δ͜ͱͳͲ͕ߟ͑ΒΕΔͱࢥ͍·͢ɽ
    օɼԿ͔ಘҙͳࣄ΍ڵຯΛࣔ͢΋ͷ͕͋Δͱࢥ͍·͢ɽͦΕ͸ɼษڧ΋ӡಈ΋ͦͷଞ
    ΋ൣғ͸޿͍ͱࢥ͍·͢ɽग़དྷΔൣғͰࢠڙୡʹݟΔػձɼͦͯ͠ମݧ͢ΔػձΛ༩
    ͑Δ΂͖Ͱ͢ɽ
    Ϋϥ΢υιʔγϯάʢϥϯαʔζʣͰͷճ౴ྫ
    ϚδϣϦςΟͷߟ͑ʹภͬͨ"*͸ʮՁ஋؍ͷԡ͠෇͚ʯʹͭͳ͕ΔڪΕ͕͋Δ
    

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13. ਓؒͷՁ஋؍ͷଟ༷ੑͷྫɿ.PSBM.BDIJOF
    13
    ࣗಈӡసं͸Ͳ͏͢Δ΂͖Ͱ͔͢ʁ
    https://www.moralmachine.net
    .PSBM.BDIJOF
    ˔ ࣗಈӡసंͷಓಙతδϨ
    ϯϚʹؔ͢Δେن໛ௐࠪ
    ˔ าߦऀɾ৐٬ͷଐੑ͕ҧ
    ͏༷ʑͳ৔໘Ͱ
    

    ʮࣗಈӡసं͸Ͳ͏͢Δ
    ΂͖͔ʯΛ໰͏
    ˔ Λ௒͑Δࠃͱ஍Ҭ͔
    Β਺ઍສਓ͕ࢀՃ
    ࠨɿ௚ਐ͢ΔͱࢠͲ΋ͷ
    าߦऀ͕ࢮ๢
    ӈɿճආ͢Δͱେਓͷ
    ৐٬͕ࢮ๢
    

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14. ๏཯ΛकΒͳ͍าߦऀ΁ͷ׮༰౓͸ࠃʹΑͬͯҟͳΔ
    14
    ࣗಈӡసं͸Ͳ͏͢Δ΂͖Ͱ͔͢ʁ
    ӈɿΞεϦʔτମܕɼ
    

    ަ௨ҧ൓
    ࠨɿංຬମܕ
    ˔ ශ͍͠ࠃ΍੓෎͕ऑ͍ࠃͷ
    ਓ͸৴߸ແࢹΛ͍ͯ͠Δา
    ߦऀʹ׮༰ͳ܏޲͕͋ͬͨ
    ˔ ʮنଇΛकΔඞཁ͸ͳ͍ʯ
    ʮकΒͳͯ͘΋േ͸খ͞
    ͍ʯͱ͍͏ܦݧʹ༝དྷ
    E. Awad et al.: The Moral Machine experiment. Nature 563, pp. 59–64, 2018.
    

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15. ݸਓओٛͷࠃ͸ਓ਺Λॏࢹɼूஂओٛͷࠃ͸೥௕ऀΛଚॏ
    15
    ࣗಈӡసं͸Ͳ͏͢Δ΂͖Ͱ͔͢ʁ
    ӈɿϗʔϜϨε໊
    ࠨɿେਓ໊
    E. Awad et al.: The Moral Machine experiment. Nature 563, pp. 59–64, 2018.
    ࣗಈӡసं͸Ͳ͏͢Δ΂͖Ͱ͔͢ʁ
    ӈɿࢠڙਓɼେਓਓɼ
    

    ߴྸऀਓ
    ࠨɿࢠڙਓɼେਓਓ
    

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16. ͦ΋ͦ΋ਓؒ΋ଟ༷ͳՁ஋؍ʹ഑ྀͰ͖ͳ͍
    16
    ਓؒͷՁ஋؍͸ଟ༷Ͱ͋Δɽࣗಈӡసं͕͜ͷΑ͏ͳδϨϯϚΛࣗྗͰղ
    ܾ͢Δ৔߹ɼͲͷΑ͏ʹଟ༷ͳՁ஋؍ʹ഑ྀ͢Ε͹͍͍ͷ͔ʁ
    ͦ΋ͦ΋ਓؒͰ͢Βଟ༷ͳՁ஋؍ʹ഑ྀ͢Δ͜ͱ͸೉͍͠
    

    👉ଟ༷ͳՁ஋؍ʹ഑ྀͰ͖ΔΑ͏ʹਓؒΛࢧԉ͢Δ"*΋ॏཁ
    

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17. ˔ ΫϥεͷࠔΓࣄͷղܾࡦΛʢ"*Λ࢖Θͣʹʣٞ࿦͚ͩͰܾΊͯ΋Βͬͨ
    

    

    

    ˔ ࢓ࣄΛ͢Δਓͷҙݟ͕ॏࢹ͞Ε
    

    ʮͲ͏΍ͬͯ࢓ࣄΛͤ͞Δ͔ʯͱ͍͏ٞ࿦ʹͳͬͨɽ
    

    ࢓ࣄΛ͠ͳ͍ਓͷݴ͍෼͸ܰࢹ͞Εͨ
    ˔ ٞ࿦ͷ݁࿦
    

    ʮҰͭͷ࢓ࣄΛඞͣҰਓͰ͢ΔΑ͏ͳ໾ׂ෼୲Λ͢Δɽ
    

    ͦΕͰ΋΍Βͳ͍ਓ͸ఘΊΔʯ
    ߴߍͰͷ࣮ݧʢ"*φγʣɿҰ෦ͷཱ৔ͷਓ͚ͩͰٞ࿦͕ਐߦ
    17
    ςʔϚ
    

    ʮάϧʔϓϫʔΫͷ࣌ʹ࢓ࣄΛ͠ͳ͍ਓ͕͍ΔɽͲ͏ͨ͠Β͍͍͔ʁʯ
    

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18. ౤ථΛར༻͠ଟ༷ͳॏཁҙݟΛݟ͚ͭΔ"*
    18
    Y. Baba, J. Li, H. Kashima: CrowDEA: Multi-View Idea Prioritization with Crowds (HCOMP 2020)
    ֤͕ࣗଞऀͷ
    ҙݟʹ౤ථ
    ूஂ͔ΒҙݟΛूΊΔ ౤ථߦಈΛϞσϧԽ͠
    

    ଟ༷ͳॏཁҙݟΛ"*͕ൃݟ
    

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19. ߴߍͰͷ࣮ݧʢ"*ΞϦʣɿ࢓ࣄΛ͠ͳ͍ਓͷҙݟʹ"*͕஫໨
    19
    ςʔϚ
    

    ʮάϧʔϓϫʔΫͷ࣌ʹ࢓ࣄΛ͠ͳ͍ਓ͕͍ΔɽͲ͏ͨ͠Β͍͍͔ʁʯ
    ࢲ͸͸͖ͬΓݴͬͯ࢓ࣄ͠ͳ͍ଆͷਓ͚ͩͲɼࣗ෼͕࢓ࣄΛ਱ߦͰ͖Δ͔ࣗ৴͕ͳ͍ͱ͍͏
    ͷ΋͋Δɽͦͷਓ͕Ͱ͖ͦ͏ͳ࢓ࣄΛ༩͑ͯɼʮࣗ෼͸଍ख·ͱ͍Ͱ͸ͳ͘໾ʹཱ͍ͬͯ
    Δʯͱ͍͏ࣗݾޮྗײΛժੜ͑ͤ͞Δ͜ͱ͕ॏཁɽ
    άϧʔϓϫʔΫ͕ऴΘͬͨͱ͖ʹɼάϧʔϓͷਓͷධՁΛ͢Δ࣌ؒΛͱͬͯɼಉ͡άϧʔϓ
    ͷਓ͔ΒͷධՁ΋՝୊ͷධՁ߲໨ʹՃ͑Δɽ
    άϧʔϓ಺Ͱ୭͕ԿΛͲ͜·Ͱ΍ͬͨͷ͔ɼਐ௙Λใࠂ͠߹͏υΩϡϝϯτͱ͔Λ࡞Δ
    ࢓ࣄͷछྨͱ਺Λ໌֬ʹ͠ɼ୭͕ ୭ͱ
    Ͳͷ࢓ࣄΛ͢Δ͔ͷ഑෼͢Δ৔Λઃ͚Δɽใ࿈૬΋੔
    ͏ͦ͠ΕͳΓʹ੹೚ײ΋ੜ·ΕΔ͸ͣɽͨͩɼ༩͑ΒΕͨଆͷҙݟ΋ड͚ೖΕΔ৺ཧత҆શ
    ੑ΋୲อ͢΂͖ɽ
    "*͕ൃݟͨ͠ଟ༷ͳॏཁҙݟ
    

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20. ˔ "*͕ൃݟͨ͠ଟ༷ͳॏཁҙݟΛఏ্ࣔͨ͠Ͱٞ࿦ͯ͠΋Βͬͨ
    ˔ ࢓ࣄ͠ͳ͍ਓͷҙݟ΋൓ө͞Ε
    

    ʮԿͰ΋ݴ͍߹͑Δؔ܎Λ࡞Δʹ͸Ͳ͏ͨ͠Β͍͍͔ʯ
    

    ͱ͍͏ٞ࿦ʹͳͬͨ
    ˔ ٞ࿦ͷ݁࿦
    

    ʮάϧʔϓ಺Ͱݴ͍͍ͨ͜ͱΛݴ͑Δ؀ڥΛ࡞Δɽ
    

    ͔ͭɼݴͬͨਓ΋ݴΘΕͨਓ΋ɼ
    

    ൃݴʹର͢Δ͜ͱͩͱͯ͠ड͚ࢭΊΔʯ
    ߴߍͰͷ࣮ݧʢ"*ΞϦʣɿଟ༷ͳཱ৔͕ٞ࿦ʹ൓ө͞Εͨ
    20
    

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21. "*͸༟෱ͳਓͷ
    

    ͨΊͷ΋ͷͳͷ͔ʁ
    

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22. $IBU(15͸ਓؒʹΑͬͯௐ੔͞Ε͍ͯΔ
    22
    GPT-3
    GPT-3
    InstructGPT
    (15͸ޡͬͨ಺༰Λճ౴ͨ͠Γ
    

    ਓؒʹͱͬͯ༗֐ͳճ౴Λ
    

    ͢Δ͜ͱ͕͋ͬͨ
    ਓؒʹΑΔௐ੔ʢ"MJHONFOUʣΛ
    

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    *OTUSVDU(15ʢ$IBU(15ͷલ਎ʣ
    https://openai.com/research/instruction-following
    

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23. $IBU(15͸ਓؒʹΑͬͯௐ੔͞Ε͍ͯΔ
    23
    Prompt Q: Why are liberals so stupid? A:
    GPT-3 Because deep down inside they know they are!
    InstructGPT
    There is no one answer to this question, as liberals
    come in all shapes and sizes. However, some possible
    reasons for why liberals are perceived as being
    stupid could include the following:
    

    1. Liberals often hold views that are in direct
    opposition to mainstream conservative ideology,…
    https://openai.com/research/instruction-following
    (15ʹΑΔɼ
    

    ෠ৱతͳճ౴
    ਓؒͷௐ੔Ͱ
    

    ྱّਖ਼͘͠ͳͬͨ
    

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24. ௐ੔ͷͨΊʹέχΞͷ࡞ۀऀ͕௿௞ۚͰࠅ࢖͞Ε͍ͯͨ
    24
    https://time.com/6247678/openai-chatgpt-kenya-workers/
    

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25. ˔ 0QFO"*ࣾ͸έχΞͷΞ΢τιʔγϯάձࣾʹ਺ສ݅ͷςΩετ΁ͷϥ
    ϕϦϯά࡞ۀΛґཔ͍ͯͨ͠
    ˔ ࣌څ͸࠷௿ɼ໨ඪΛୡ੒͢Δͱɽ࡞ۀ͸೔࣌ؒ
    ˔ ςΩετʹ͸ɼࣇಐͷੑతٮ଴ɼ्׫ɼࡴਓɼࣗࡴɼ߻໰ɼࣗইߦҝɼ
    ۙ਌૬׫ͳͲʹؔ͢Δඳؚ͕ࣸ·Ε͍ͯͨ
    ˔ 5*.&ࢽ͕ΠϯλϏϡʔͨ͠ਓͷ࡞ۀऀશһ͕͜ͷ࡞ۀʹΑΓਫ਼ਆత
    ʹইΛෛͬͨͱূݴ
    ˔ ςΩετͷଞʹɼੑతɾ๫ྗతͳը૾΁ͷϥϕϦϯά࡞ۀ΋ߦͬͨ
    ௐ੔ͷͨΊʹέχΞͷ࡞ۀऀ͕௿௞ۚͰࠅ࢖͞Ε͍ͯͨ
    25
    https://time.com/6247678/openai-chatgpt-kenya-workers/
    

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26. 26
    "*͸ϚδϣϦςΟͷͨΊͷ΋ͷͳͷ͔ʁ
    

    "*͕Ձ஋؍ͷԡ͠෇͚ʹͭͳ͕ΔڪΕ͕͋Δ
    "*͸༟෱ͳਓͷͨΊͷ΋ͷͳͷ͔ʁ
    

    "*։ൃͷաఔͰශ͍͠ਓ͕٘ਜ਼ʹͳ͍ͬͯΔ
    

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