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生成AIの基礎的事項と社会に与える影響

Uryu Shinya
November 28, 2024
4

 生成AIの基礎的事項と社会に与える影響

Uryu Shinya

November 28, 2024
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  1. ୈ࣍"*ʢਓ޻஌ೳʣϒʔϜʹಥೖ ਂ૚ֶशɺऑ͍"*͔Βେن໛ݴޠϞσϧɺ"*ΤʔδΣϯτ΁ w ೥ w ݄$IBU(15ͷొ৔ʢ ϲ݄ޙʹ݄ؒϢʔβʔ਺͕ ԯਓΛಥഁ˞ʣ w ೥

    w ݄ػցֶशͷجૅΛங ͍ͨ(FP⒎SFZ)JOUPOɺ +PIO)PQpFMEͷ྆ࢯ͕ϊ ʔϕϧ෺ཧֶ৆Λड৆ (BSUOFSΑΓ ઌਐٕज़ʹ͓͚ΔϋΠϓɾαΠΫϧ೥൛ https://www.gartner.com/en/newsroom/press-releases/2024-08-21-gartner-2024-hype-cycle-for-emerging-technologies-highlights-developer-productivity-total-experience-ai-and-security ˞೥݄ʹ.FUB͕ൃදͨ͠5ISFETʹൈ͔ΕΔ·Ͱ࠷଎ ੜ੒"*͸ ʮա౓ͳظ଴ʯ͔Βʮݬ໓ظʯ΁ 
  2. ը૾ɾಈըɺ%ੜ੒ ߴղ૾౓ɾݱ࣮ʹଈͨ͠ਐา ෺ཧੈքγϛϡϨʔλʔͱͯ͠ػೳ 4PSB0QFO"* 7JEFP'9(PPHMF &EJGZ/7*%*" &EJGZ%4DBMBCMF)JHI2VBMJUZ%"TTFU(FOFSBUJPO /7*%*"BOE#BMB .BDJFKBOE$VJ :JOBOE%JOH

    :JGBOBOE(F :VOIBPBOE)BP ;FLVOBOE)BTTFMHSFO +POBOE)V⒎NBO +BDPCBOE+JO +JOHZJBOE-FXJT +1 BOE-J ;IBPTIVPBOE-JO $IFO)TVBOBOE-JO :FO$IFOBOE-JO 5TVOH:JBOE-JV .JOH:VBOE-VP "MJDFBOE.B 2JBOMJBOE.VOLCFSH +BDPCBOE4IJ 4UFMMB BOE8FJ 'BOHZJOBOE9JBOH %POHMBJBOE9V +JBTIVBOE;FOH 9JBPIVJBOE;IBOH 2JOTIFOH IUUQTBSYJWPSHBCT 
  3. $IBU(15ͷొ৔͔Β೥ ਫ਼౓޲্ͱೖग़ྗͷ෯ͷ޿͕Γ IUUQTXXXOSJDPNKQLOPXMFEHFSFQPSUMTUDD@ ʢࢀߟʣ໺ଜ૯߹ݚڀॴʮΠϯαΠτγάφϧௐࠪʢ೥݄ʣʯ ؔ౦ࡏॅऀͷਓʹҰਓ͕ར༻ 👤👤 👤 👤 👤 େن໛ݴޠϞσϧͷτοϓϥϯφʔ

    IUUQTUSBDLJOHBJPSH*2 ϚϧνϞʔμϧͷڧԽ ײ৘·Ͱ΋ʜ ςΩετͱը૾ɺ Ի੠Λ૊Έ߹Θͤͯॲཧ 👁  ʮίϯϐϡʔλʹ޲͔ͬͯ ɹɹɹ࿩͢͜ͱ͕ࣗવʹͳΔʯ αϜɾΞϧτϚϯ$&0 
  4. "*ͷར༻ํ๏ ੜ੒"*ΛؚΉػցֶश͸ɹͷ໰୊Λѻ͏ ͂ ೖྗ ग़ྗ ϓϩϯϓτʢࢦࣔจʣ σʔλ ੜ੒"* ༧ଌɺ෼ྨ ೖྗ

    ग़ྗ ˠϞσϧ ίϯςϯπʢจষ΍ը૾ɺԻ੠ͳͲʣ $IBU(15ͷ࢖͍ํΛڭ͑ͯ ಙౡݝͷΠϝʔδΛը૾Ͱग़ྗͯ͠ ग़ྗͯ͠΄͍͠৘ใɺ ߦͬͯ΄͍͠࡞ۀΛࢦࣔ͢Δ $IBU(15ͷ࢖͍ํʹ͍ͭͯɺҎԼʹ͍͔ͭ͘ͷϙΠϯτΛ·ͱΊ·͢Ͷɻ ࣭໰΍૬ஊΛ͢Δ • ৘ใऩूɿΘ͔Βͳ͍͜ͱ΍஌Γ͍ͨ͜ͱΛ࣭໰͢ΔͱɺͰ͖Δ͚ͩΘ͔Γ΍͓͘͢౴͑ ͠·͢ɻྫ͑͹ɺʮ"*ͱ͸Կ͔ڭ͑ͯʯ΍ʮ4%(Tʹ͍ͭͯ஌Γ͍ͨʯͳͲɻ • ૬ஊɿ࢓ࣄ΍ษڧɺ೔ৗੜ׆Ͱͷ೰ΈΛ૬ஊ͢Δ͜ͱ΋ՄೳͰ͢ɻ೰Έʹରͯ͠ΞυόΠ ε΍αϙʔτΛߦ͍·͢ɻ 🤖 👤 <latexit sha1_base64="9AD2WHeqaI/W+fxY/WsOf+z0jUM=">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</latexit> y = f(x)  ੜ੒
  5. χϡʔϥϧωοτϫʔΫ // ਓؒͷ೴಺ͷਆܦࡉ๔ʢχϡʔϩϯʣͱਆܦճ࿏ͷߏ଄Λ਺ֶతʹද͢ ૚͕૿͑Δʢਂ͞Λ૿͢ʣͱ දݱ͕ෳࡶʹͳΔˠਂ૚ ύϥϝʔλͷ໾ׂ ॏΈʜ૚ؒͷ઀ଓͷڧ͞Λࣔ͢ʢ໼ҹͷଠ͞ʣ όΠΞεʜॏΈ͚ͮ͞ΕͨೖྗʹՃࢉ͞ΕΔ஋ ˠϞσϧͷৼΔ෣͍Λܾఆ͚ͮΔ ਓؒͷਆܦࡉ๔͸

    ໿dԯݸͱਪఆ͞ΕΔ γφϓεͷ਺͸ஹݸఔ౓ͱ ݟੵ΋ΒΕΔ ೖྗ૚ தؒ૚ ग़ྗ૚ େ͖͞ ໟฒΈ <latexit sha1_base64="pdr8s0zTqbXBk2Kksup10EWFK9U=">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</latexit> x1 <latexit sha1_base64="dcfJk3qcnneSLS5TESQyIVCbVLQ=">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</latexit> x2 <latexit sha1_base64="/AP45IJzZkMfLnd+2vDl/atBedc=">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</latexit> y1 <latexit sha1_base64="SVCOG/MpTT7rpHyPd4ynMAsCDDo=">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</latexit> y2 Πψ ωί  ୹͍      
  6. ඇߏ଄ԽσʔλͷϕΫτϧදݱ ਓؒͷ೴಺ͷਆܦࡉ๔ʢχϡʔϩϯʣͱਆܦճ࿏ͷߏ଄Λ਺ֶతʹද͢ ਺஋Խ͞Ε͍ͯͳ͍จষ΍ը૾͸ ίϯϐϡʔλʹͱͬͯॲཧ͠ʹ͍͘ʢඇߏ଄Խσʔλʣ ਺஋ʹม׵͢Δ͜ͱͰɺڑ཭΍಺ੵΛར༻ՄೳʹͳΔ ˠྨࣅ౓ͷܭࢉ΋Մೳ ෼ࢄදݱͷख๏Λ༻͍ͯͭͷ୯ޠΛ ෳ਺ͷ਺஋ʢϕΫτϧʣͰදݱ  8PSEWFD

     ༧ଌ΍෼ྨͷͨΊʹ਺஋৘ใʢಛ௃ྔʣΛར༻͢Δ <latexit sha1_base64="pdr8s0zTqbXBk2Kksup10EWFK9U=">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</latexit> x1 <latexit sha1_base64="dcfJk3qcnneSLS5TESQyIVCbVLQ=">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</latexit> x2 <latexit sha1_base64="/AP45IJzZkMfLnd+2vDl/atBedc=">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</latexit> y1  จষதͰपลʹग़ݱ͢Δ୯ޠΛ֬཰తʹѻ͏ IUUQTXPSEWFDIJSBJTVODPNTBOECPY 
  7. ࢁా΄͔  ʮେن໛ݴޠϞσϧೖ໳ʯΑΓ 5SBOTGPSNFS  ௕ظهԱ΍ฒྻॲཧͳͲͷ೴ͷॲཧΛత֬ʹϞσϧԽ w (PPHMFͷݚڀऀΒ͕ൃදͨ͠χϡʔϥϧωοτϫʔΫͷΞʔΩςΫνϟ w "UUFOUJPOΛ׆༻ͨ͠Τϯίʔμɾσίʔμ

    w จষཧղͱจষੜ੒ͷλεΫΛ෼ׂ w ࣗݾ஫ҙػߏʢ4FMG"UUFOUJPOʣΛ׆༻͢Δ ɹˠձ࿩ͷจ຺Λཧղɺର࿩ͷྲྀΕΛҡ࣋͢Δ ɹจॻ಺Ͱͷ֤୯ޠͷؔ܎ੑ΍ॏཁ౓Λಈతʹௐ੔͠ɺ ɹ௕จʹ͓͚Δจ຺Λద੾ʹଊ͑Δ w (15Ͱ͸ɺσίʔμʢจষੜ੒͕ಘҙʣଆΛݴޠϞσϧʹ 
  8. େن໛ݴޠϞσϧ େن໛ͳςΩετσʔλͰࣄલֶश͞Εͨେن໛ύϥϝʔλ//Ϟσϧ w ݴޠϞσϧʜจষʢ୯ޠͷฒͼʣʹରͯ֬͠཰Λ༩͑Δ w ݱ࣮తͳ֬཰ΛಘΔͨΊʹɺଟ͘ͷσʔλ͕ඞཁ w ػց຋༁΍Ի੠ೝࣝʹԠ༻ɻจষੜ੒΋Մೳ w ൚༻తͳݴޠදݱɺಘΒΕͨ஌ࣝΛ࠶ར༻͢Δ

    ɹ౳ͷͨΊʹࣄલֶशΛߦ͏ w ઌۦ͚ͱͳͬͨͷ͕(15   w ໿5#ͷςΩετσʔλͰֶशɻओʹΠϯλʔωοτ্ͷ΋ͷʢ$PNNPO $SBXM͕ऩूͨ͠΢Σϒϖʔδɺ8JLJQFEJBɺχϡʔεαΠτɺॻ੶΍࿦จ౳ʣ ࠓ೔͸ۺԼΛࢁ΁΋͍͖ͬͯ·͢ ˠෆࣗવͳ୯ޠͷฒͼ͸௿֬཰ ࠓ೔͸ྑ͍ఱؾͰ͢Ͷ ˠࣗવͳ୯ޠͷฒͼͳͷͰߴ֬཰ ࠓ೔͸ྑ͍ఱؾͰ͢Ͷ ʢ࣍ʹདྷΔ୯ޠΛ༧ଌɾੜ੒ʣɻࢄา೔࿨Ͱ͢ɻ 
  9. ஶ࡞෺ͷཁ݅ ੜ੒"*ʹΑΔදݱ͸ஶ࡞෺ʹ֘౰͢Δ͔ ஶ࡞෺ͷཁ݅  ࢥ૝·ͨ͸ײ৘ͷදݱ  දݱ͕૑࡞త  දݱ͕ɺจֶɺֶज़ɺඒज़·ͨ͸Իָͷൣғʹଐ͢Δ ˢͱʹ͍ͭͯ͸७ਮͳਓؒͷදݱΛલఏͱ͍ͯ͠Δɻ

    ७ਮͳ"*ͷදݱʢੜ੒ʣʹ͸ࢥ૝ɾײ৘ؚ͕·Εͳ͍͸ͣʢஶ࡞෺Ͱ͸ͳ͍ʣ ʲ࿦఺ʳ७ਮͰ͸ͳ͍ਓؒͱ"*ʹΑΔදݱΛͲ͏ѻ͏͔ ˠ"*ͷදݱ͔Βஶ࡞ݖΛओு͢Δʹ͸ɺൺֱతେ͖ͳਓؒͷؔ༩͕ඞཁ "*ग़ྗͷՃචɾमਖ਼Λ൐͏৔߹ͳͲɻϓϩϯϓτೖྗʢґཔʣ͚ͩͰ͸ෆे෼ ອըʢจষͱֆ͕ͦΕͧΕ૑࡞ੑΛ΋ͭʣͷ৔߹ɺ จষˠਓ͕ؒ୲౰ʢஶ࡞෺ʣɺֆˠ"*Ͱੜ੒ʢஶ࡞෺Ͱ͸ͳ͍ʣͱ͞ΕΔ͜ͱ΋ 
  10. ೔ຊͷݱঢ়͸ιϑτϩʔ͔Βϋʔυϩʔ΁ ޿ౡ"*ϓϩηεͰͷϦʔυ࣮੷ͳͲɺ࠷ળखΛࢗ͠ଓ͚Δ͜ͱΛ໨ࢦ͢ w جຊઓུɾཧ೦ͱͯ͠ɺʮ"*ઓུʯ΍ਓؒத৺ͷࣾձݪଇ͕͋Δ w ͦΕΛࢧ͑Διϑτϩʔͷ੔උ͕ਐߦத w ʲ಺ֳ෎ʳ౷߹Π ϊϕʔγϣϯઓུʢ೥ֳ݄ܾٞఆʣ w

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  11. "*4BGFUZ4VNNJUʢ೥݄ʣ ࠷ઌ୺ͷ"*ʢϑϩϯςΟΞ"*ʣϞσϧͷ҆શੑʹؔ͢Δࠃࡍతͳڠྗ΍ج४࡞ΓΛ໨తͱ͢Δαϛοτ w ʮϒϨονϦʔએݴʯͷ࠾୒ w ೔ຊ΍தࠃɺΞϝϦΧΛؚΉϲࠃ͕ॺ໊ w ΠΪϦεͱΞϝϦΧ͸֤ࣗɺ"*ηʔϑςΟɾΠϯεςΟςϡʔτ˞Λઃཱ w ϑϩϯςΟΞ"*ϞσϧΛ҆શʹ։ൃ͢ΔͨΊͷ࿮૊Έ

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  12. ݪࠂ͕ఏग़ͨ͠ΦϦδφϧը૾ͱ ඃࠂ΢ΣϒαΠτ͕͕ੜ੒ͨ͠ը૾ தࠃɾ޿भ΢ϧτϥϚϯࣄ݅ʢ೥݄ʣ ੜ੒"*ʹΑΔஶ࡞ݖ৵֐ΛೝΊΔੈքॳͷ൑ܾ w ੜ੒ը૾ʹରͯ͠ෳ੡ݖͱվฤݖ͕৵֐ w ੜ੒ը૾͕ݪࠂͷಠ૑తදݱΛ෦෼తɾ׬ શʹෳ੡͍ͯ͠Δ͜ͱΛࢦఠ w

    ඃࠂ͸ֶशʹ͸ؔ༩͍ͯ͠ͳ͍͜ͱΛओு w ݪࠂ͕ٻΊͨଛ֐ഛঈֹΛେ͖͘ԼճΔഛ ঈֹʢສਓຽݩ˞ʣ͕ࢧ෷ΘΕͨ ੜ੒"*ʹΑΔίϯςϯπ͕ஶ࡞ݖ๏ͷ ద༻Λड͚Δ͜ͱΛࣔ͢ https://www.ciplawyer.cn/articles/152937.html ΑΓ ສਓຽݩ ԁʢ࣌఺ʣ  🏢 ʲݪࠂʳݖརऀ͔ΒϥΠηϯεΛड͚Δ  ʲඃࠂʳը૾ੜ੒"*Λ༻͍ͨ΢ΣϒαʔϏεΛӡӦ 
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