【OpenAI本出版記念】npakaによるOpenAI最新技術情報と技術情報キャッチアップ術

by npaka

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2 ࣗݾ঺հ ɾ෍ཹ઒ӳҰ ;Δ͔ΘͻͰ͔ͣ ɾϋϯυϧOQBLB ɾגࣜձࣾθϧϖϜ ɾϓϩάϥϜྺ೥ ɾΠϯλʔωοτྺ೥ ɾٕज़ॻྺ೥ ɹɹ೥ؒ࡭ϖʔεͰ࡭΄Ͳ

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3 ϩϘοτ ͷ"*Λ࡞Γ͍ͨਓ

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4 ೥୅ ɾΠϯλʔωοτɾਓ޻ੜ໋ɾਓ޻ແ೴ ɾ+BWB ɾ.JOE4UPSNT

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5 ೥୅ ɾΨϥέʔɾεϚʔτϑΥϯ ɾ.JDSPTPGU3PCPUJDT4UVEJP ɾJ40#05ɾωοτλϯαʔɾ&."

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6 ೥୅ ɾਂ૚ֶशɾڧԽֶश ɾ%FFQ.JOE"MQIB(P ɾ0QFO"*(ZNɾ#BTFMJOFT ɾUPJP

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7 ೥୅ ɾੜ੒"*ɾ--.ɾϚϧνϞʔμϧɾΤʔδΣϯτ ɾ4UBCMF%J ff VTJPOɾ$IBU(15 ɾ359ɾ0QUJNVTɾ/&0

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8 ΞδΣϯμ

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9 ΞδΣϯμ 0QFO"*ͷ࠷৽ٕज़৘ใ ɹ0QFO"*ຊͷ঺հ ɹ0QFO"*ͷ࠷৽ٕज़৘ใ ɹ-BOH$IBJOɾ-MBNB*OEFY ࠷৽ٕज़৘ใͷΩϟονΞοϓज़ ɹ৘ใऩू ৘ใ ɹσϞΛࢼ͢ ܦݧ ɹهࣄΛॻ͘ ཁ໿ ɹຊʹ·ͱΊΔ ஌ࣝ ɹΞϓϦέʔγϣϯ։ൃ ࣮ફ

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10 0QFO"*ͷ࠷৽ٕज़৘ใ

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11 0QFO"*ຊͷ঺հ

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12 0QFO"*ຊͷ঺հ ɾ1%'൛ ԁ IUUQTXHOPCTTIPQQSPKQ QJE ɾBNB[POϓϦϯτɾΦϯɾσϚϯυ൛ɺ,JOEMF൛ ԁ IUUQTXXXBNB[PODPKQEQ 0QFO"*(157ɾ $IBU(15ɾ(15T ਓ޻஌ೳϓϩάϥϛϯά࣮ફೖ໳

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13 0QFO"*ຊͷ໨࣍ ষ(157ͱ$IBU(15ͱ(15Tͷ֓ཁ ষ$IBU(15ͱ(15ͱ1MBZHSPVOEͷར༻๏ ষ1ZUIPO։ൃ؀ڥͷ४උ ষ0QFO"*"1* ষϑΝΠϯνϡʔχϯά ষ"TTJTUBOU"1* ೥݄ͷେܕΞοϓσʔτʹରԠʂ

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14 0QFO"*ͷ࠷৽৘ใ

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15 0QFO"*࠷৽৘ใ ݄೔৽Ϟσϧͷ௥Ճɾ஋Լ͛ ݄೔$IBU(15ͷϝϞϦػೳ ݄೔4PSB

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16 ݄೔৽Ϟσϧͷ௥Ճɾ஋Լ͛ ɾHQUQSFWJFX ɾHQUUVSCP ɾUFYUFNCFEEJOHTNBMM ɾUFYUFNCFEEJOHMBSHF ɾUFYUNPEFSBUJPO ೥݄ʂ

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17 ݄೔$IBU(15ͷϝϞϦػೳ աڈͷձ࿩಺༰Λ֮͑ͯ࣍ͷձ࿩Ͱ׆༻ Կ͔Λࢥ͍ग़͢Α͏ʹ໌ࣔతʹࢦࣔͨ͠Γ ԿΛ͍֮͑ͯΔ͔ਘͶͨΓɺ๨Εͤͨ͞ΓͰ͖Δ

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18 ݄೔4PSB ɾݱ࣮తͰ૝૾ྗʹ෋ΜͩγʔϯΛ࡞੒Մೳͳಈըੜ੒Ϟσϧɻ ɾ෺ཧੈքΛγϛϡϨʔτ͢ΔΑ͏ʹ"*Λֶशɻ

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19 ੈքϞσϧͱϩϘοτͷເ࠶ͼ େن໛ݴޠϞσϧҎલ͸ɺ0QFO"*͸ ݱ࣮ੈքͰಇ͘ΤʔδΣϯτΛ໨ࢦ͍ͯͨ͠ɻ ڧԽֶशʹΑΔήʔϜͱϩϘοτͷݚڀ͕ϝΠϯɻ

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20 ਓ͸໨Ͱݟͨੈքͷ৘ใͷஅยΛݩʹ ಄ͷதͰԾ૝ੈքΛߏங͢Δ ੈքϞσϧͱ͸

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21 ʮࠓ·ͰͷهԱ͔ΒະདྷΛ༧ଌ͢Δྗɻ ͦΕ͕஌ೳͰ͋Δɻʯ δΣϑɾϗʔΩϯε 1BMNͱ)BOETQSJOHͷ૑࢝ऀ ஌ೳͱ͸

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22 -BOH$IBJOɾ -MBNB*OEFY

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23 -BOH$IBJOͱ-MBNB*OEFY ɾ-BOH$IBJO"*ΤʔδΣϯτ ɾ-MBNB*OEFY3"( ɾ--.ΞϓϦΛߏங͢ΔϑϨʔϜϫʔΫ ɾ--.ΞϓϦͷະདྷΛߟ͑ΔίϛϡχςΟ

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24 -BOH$IBJO ɾMBOHDIBJODPSF ɹMBOHDIBJODPNNVOJUZ ɹMBOHDIBJO ɹͷύοέʔδʹ෼཭ ɾ-$&- ɹ-BOH(SBQI ɹΛຊ֨తʹಋೖ

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25 ೝ஌ΞʔΩςΫνϟ --.͕ͲͷΑ͏ʹ৘ใΛॲཧ͠Ԡ౴Λੜ੒͢Δ͔Λ ཧղ͢ΔͨΊͷ࿮૊Έ

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26 -MBNB*OEFY ɾMMBNBJOEFYDPSFͱݸผͷ*OUFHSBUJPOʹ෼཭ ɾݸผͷ*OUFHSBUJPOΛ-MBNB)VCͰ؅ཧ ɾ4FSWJDF$POUFYU͸ඇਪ঑

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27 ϩϯάίϯςΩετ--. ʹରԠͨ͠3"(ͷ৽ΞʔΩςΫνϟ ɾνϟϯΫͷௐ੔͕༰қʹͳΔ ɾࢥߟ࿈࠯ΤʔδΣϯτͷௐ੔͕༰қʹͳΔ ɾཁ໿͕༰қʹͳΔ ɾهԱͷߏங͕༰қʹͳΓΔ ɾ.τʔΫϯ͸େن໛ͳจॻίʔύεʹ͸े෼Ͱ͸ͳ͍ ɾຒΊࠐΈϞσϧͷίϯςΩετ௕͸୹͍·· ɾίετͱϨΠςϯγʔ

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28 ࠷৽ٕज़৘ใͷ ΩϟονΞοϓज़

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29 ࠷৽৘ใͷΩϟονΞοϓज़ ৘ใऩू ৘ใ σϞΛࢼ͢ ܦݧ هࣄΛॻ͘ ཁ໿ ຊʹ·ͱΊΔ ஌ࣝ ΞϓϦέʔγϣϯ։ൃ ࣮ફ

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30 ৘ใऩू ৘ใ

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31 ຖ೔ͷ৘ใऩूͷϧʔςΟʔϯ ɾேى͖ͨΒ ւ֎͔Βͷ৽৘ใ ɾ࢓ࣄͷٳܜ࣌ ɾ໷৸Δલ ೔ຊ͔Βͷ৽৘ใ ໘നͦ͏ˠσϞࢼ͢ˠ͓͢͢Ίˠهࣄॻ͘

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32 9 5XJUUFS ɾଟ͘ͷ"*ݚڀऀɾ։ൃऀ͕৘ใൃ৴ ɾΩʔϫʔυݕࡧΛଟ༷ ɾ͏ͪͷ9͸Ϩίϝϯυ༏ल

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33 ৘ใऩूઌ ɾ9 5XJUUFS ɾ#MPH ɹɾ0QFO"*#MPH ɹɾ)VHHJOH'BDF#MPH ɹɾ-BOH$IBJO#MPHɹ ɹɾ-MBNB*OEFY#MPH ࣍ʹ΄͍͠৘ใΛࣗ෼͔Β୳͠ʹߦ͘ ࡇΓͯ͠Δͷݟ͔͚ͨΒݟʹߦ͘ ɾHJUIVC ɹɾ-MBNBDQQ ɾEJTDPSE ɹɾϩʔΧϧ--.ʹ޲͖߹͏ձ ɾ$IBU(15 ɹɾ࠷৽Ͱ͸ͳ͍ٕज़৘ใ

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34 ৘ใͷऔࣺબ୒ ɾࣗ෼ͷՁ஋ؔ਺Λຏ͘ ɾࣗ෼ͷڵຯؔ৺Λ࣠ʹ͢Δ ෺ཧੈքͰಇ͘"*ϩϘοτʹͭͳ͕Δٕज़ ˣ ి೴ੈքͰͷ"*ͷֶश͕ඞཁˠۭؒίϯϐϡʔςΟϯά͕ඞཁ ࢹ֮ɾௌ֮ɾ৮֮΋ඞཁˠϚϧνϞʔμϧϞσϧ͕ඞཁ ϦΞϧλΠϜͳ൓Ԡ͕ඞཁˠߴ଎ਪ࿦͕ඞཁ "*ͷֶशʹ͸ֶशσʔλ͕ඞཁˠੜ੒"*͕ඞཁ

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35 ٕज़هࣄͷಡΈํ ɾτοϓμ΢ϯͰಡΉ ɹ͸͡ΊʹΛಡΉ ɹ໨࣍ ݟग़͠ɾখݟग़͠ ΛಡΉ ɹ֤খݟग़͠ͷ࠷ॳͷจΛಡΉ ɹ࠷ޙ·ͰಡΉ

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36 σϞΛࢼ͢ ܦݧ

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37 σϞΛࢼ͞ͳ͍ධՁͰ͖ͳ͍ (15Λ௒͑ͨ

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38 σϞΛࢼ͞ͳ͍ͱࣗ෼ͷՁ஋ؔ਺Λຏ͚ͳ͍ ࣮ࡍʹࢼͯ͠ ࣗ෼ͷ༧ଌͱ࣮ࡍͷಈ࡞ͷࠩΛ֬ೝͯ͠ ͦͷࠩΛิਖ਼͢Δ͜ͱͰ ࣗ෼ͷՁ஋ؔ਺Λຏ͘

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39 σϞ͕ಈ͔ͳ͍৔߹ͷ֬ೝࣄ߲ $IBU(15ʹฉ͘ ެࣜͷυΩϡϝϯτΛΑ͘ಡΉ SFRVJSFNFOUTUYUͷ֬ೝ *TTVFΛ֬ೝ ιʔείʔυΛಡΉ

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40 هࣄΛॻ͘ ཁ໿

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41 OPUF IUUQTOPUFDPNOQBLB

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42 هࣄΛॻ͘ ཁ໿ ɾಉ͜͡ͱ͸౓ͨ͘͠ͳ͍ ɾ΄͍͠৘ใ͕ू·ͬͯ͘Δ ɾਪ͠ͷٕज़͕ൃల͢Δ ɾཁ໿ͷաఔͰɺ಺༰Λཧղ͠ɺ ɹࣗ෼ͳΓͷݴ༿Ͱ࠶ߏ੒͢Δ͜ͱͰɺ ɹཧղ͕ਂ·ΓɺهԱʹ΋࢒Γ΍͘͢ͳΔɻ

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43 ٕज़هࣄͷॻ͖ํ ɾτοϓμ΢ϯͰॻ͘ ɹ͸͡ΊʹΛॻ͘ ɹ໨࣍Λॻ͘ ݟग़͠ɾখݟग़͠ ɹ֤খݟग़͠ͷ࠷ॳͷจΛॻ͘ ɹ࠷ޙ·Ͱॻ͘

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44 ຊʹ·ͱΊΔ ஌ࣝ

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45 ຊʹ·ͱΊΔ ஌ࣝ IUUQTOPUFDPNOQBLBOODFGEGF

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46 ຊʹ·ͱΊΔ ஌ࣝ ɾόϥόϥͷ৘ใΛ ɹͭͷγʔέϯεʹ·ͱΊΔ࡞ۀ ɾ৘ใͱ৘ใͷؔ܎Λ੔ཧ ɾௐ΂ͯͳ͍৘ใΛݟΔ͚ͯ݀ຒΊ ɾฤू͞Μ౳͔Βͷ࣭໰Ͱݟམͱ͠෦෼Λ֬ೝ

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47 ຊͷ࡞੒खॱ ɾڵຯ͋Δٕज़ͷهࣄΛॻ͘ ɾهࣄΛܨ͍Ͱݪߘ࡞੒ ݪߘϲ݄ɺฤूϲ݄ झຯ ΍Γ͍ͨ͜ͱ Λ໨Ұഋ΍ͬͯ ࢓ࣄ ΍Δ΂͖͜ͱ Λগͳ͘͢Δ झຯ ࢓ࣄ

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48 ΞϓϦέʔγϣϯ։ൃ ࣮ફ

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49 ΞϓϦέʔγϣϯ։ൃ ࣮ફ

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50 ΞϓϦέʔγϣϯ։ൃ ࣮ફ 50 ɾڵຯ͋Δٕज़ͷهࣄΛॻ͘ ɾͦͷٕज़ͰΞϓϦέʔγϣϯ։ൃ झຯ ΍Γ͍ͨ͜ͱ Λ໨Ұഋ΍ͬͯ ࢓ࣄ ΍Δ΂͖͜ͱ Λগͳ͘͢Δ झຯ ࢓ࣄ 50

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51 ͓͠·͍