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注意機構を用いた言語創発ゲーム
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Ryokan RI
August 19, 2023
Research
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注意機構を用いた言語創発ゲーム
2023 JSAI オーガナイズドセッション
言語とコミュニケーションの創発 ~記号創発システムから共創的言語進化まで~
Ryokan RI
August 19, 2023
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Transcript
ҙػߏΛ༻͍ͨ ݴޠൃήʔϜ ཥ ྇פɹ্ా ྄ɹJason Naradowsky ౦ژେֶ
ࢦࣔήʔϜͱʁ - ίϛϡχέʔγϣϯ͔Βࢦࣔͷଆ໘͚ͩΛऔΓग़ͨ͠ήʔϜɻ - ൃίϛϡχέʔγϣϯͷݚڀͰΑ͘ΘΕΔɻ ࢦࣔήʔϜ (referential game)
ࢦࣔήʔϜ (referential game) Speaker 3 14 2 25 ඪΦϒδΣΫτ Listener
ΦϒδΣΫτީิू߹
ࢦࣔήʔϜ (referential game) Speaker 3 14 2 25 Listener ඪΦϒδΣΫτ
ΦϒδΣΫτީิू߹ ᶃ Speaker ͕ ඪΦϒδΣΫτΛݟͯ ϝοηʔδΛੜ
ࢦࣔήʔϜ (referential game) Speaker 3 14 2 25 Listener ඪΦϒδΣΫτ
ΦϒδΣΫτީิू߹ ᶄ Listener ͕ϝοηʔδΛݟͯ ΦϒδΣΫτީิू߹͔Β ඪΦϒδΣΫτΛ༧ଌ͢Δ
ࢦࣔήʔϜ (referential game) Speaker 3 14 2 25 ඪΦϒδΣΫτ Listener
ΦϒδΣΫτީิू߹ ᶅ Listener ͷ༧ଌͱ ඪΦϒδΣΫτ͕Ұக͍ͯ͠Ε ใु͕༩͑ΒΕΔɻ
ࢦࣔήʔϜͷΤʔδΣϯτʹҙػߏΛ࣮͢Δ ຊݚڀͰͬͨ͜ͱ Speaker Listener
ͳͥҙػߏ͔ʁ - ൃݴޠͷߏੑ্͕͕Δͣ - ൃݴޠͷղऍੑ্͕͕Δͣ ຊݚڀͰͬͨ͜ͱ
ͳͥҙػߏ͔ʁ - ൃݴޠͷߏੑ্͕͕Δͣ - ൃݴޠͷղऍੑ্͕͕Δͣ ຊݚڀͰͬͨ͜ͱ
ߏੑͱɿશମ͕෦ͷ૯͔ΒͳΔ͜ͱ ҙػߏൃݴޠͷߏੑΛ্͛Δʁ ߏੑ ߴ🔺 ߏੑ 🔻 5 3 2 3
2 1 6 4
ҙػߏൃݴޠͷߏੑΛ্͛Δʁ 5 Speaker ҙػߏ୯ޠͱΦϒδΣΫτͷ෦ͷ݁ͼ͖ͭ Λֶश͢Δͷʹཱͪͦ͏
ͳͥҙػߏ͔ʁ - ൃݴޠͷߏੑ্͕͕Δͣ - ൃݴޠͷղऍੑ্͕͕Δͣ ຊݚڀͰͬͨ͜ͱ
ҙػߏൃݴޠͷղऍੑΛ্͛Δʁ 5 Speaker ͜ͷ୯ޠ͜ͷҙຯͳͷͩͱΘ͔Δ
࣮ݧઃఆɿࢦࣔήʔϜ Speaker 3 14 2 25 ඪΦϒδΣΫτ Listener ΦϒδΣΫτީิू߹ Fashion
MNIST Λ༻͍ͨࢦࣔήʔϜ ʢεχʔΧʔͱϓϧΦʔόʔʣ
࣮ݧઃఆɿࢦࣔήʔϜ Speaker 3 14 2 25 ඪΦϒδΣΫτ Listener ΦϒδΣΫτީิू߹ Fashion
MNIST Λ༻͍ͨࢦࣔήʔϜ ʢεχʔΧʔͱϓϧΦʔόʔʣ
FashionMNIST - 10 छྨͷΞΠςϜͷը૾ΛؚΉσʔληοτ ࣮ݧઃఆɿࢦࣔήʔϜ
FashionMNIST - 10 छྨͷΞΠςϜͷը૾ΛؚΉσʔληοτ ࣮ݧઃఆɿࢦࣔήʔϜ ̎छྨͷΞΠςϜΛબΜͰ ̍ͭͷΦϒδΣΫτΛ࡞Δ
࣮ݧઃఆɿࢦࣔήʔϜ FashionMNIST Λ༻͍ͨࢦࣔήʔϜ - FashionMNIST த͔Βը૾Λαϯϓϧͯ͠ଟ༷ͳΦϒδΣΫ τΛ࡞ɻ - ಉ͡छྨͷΞΠςϜؚ͕·Ε͍ͯΕಉ͡ΦϒδΣΫτͰ͋Δ ͱΈͳ͢ɻ
- ΦϒδΣΫτͷछྨ - ܇࿅ηοτʹ30छྨɺධՁηοτʹ15छྨ༻ 10 C2 = 45
࣮ݧઃఆɿࢦࣔήʔϜ ਓؒʹ͍ۙݴޠΛֶश͢ΔͨΊʹ ಉ͡छྨͷҟͳΔΦϒδΣΫτΛ Speaker ͱ Listener ʹݟͤΔ ඪΦϒδΣΫτ ΦϒδΣΫτީิू߹
ҙػߏͳ͠ͷ Speaker ҙػߏ͋Γͷ Speaker ࣮ݧઃఆɿϞσϧ ҙػߏͳ͠ͷ Listner ҙػߏ͋Γͷ Listener ×
ͦΕͧΕͷΈ߹ΘͤͰ࣮ݧ ͞ΒʹΤʔδΣϯτΛ࣮͢ΔωοτϫʔΫͱͯ͠ LSTM ͱ Transformer ͦΕͧΕͰ࣮ݧ
࣮ݧઃఆɿϞσϧ ϕʔεϥΠϯɾΤʔδΣϯτ otgt o1 %FDPEFS &ODPEFS m1 m2 m3 ϝοηʔδΦϒδΣΫτ
߹கείΞ m0 m1 m2 m1 m2 m3 Speaker Listener - ҙػߏͳ͠ - ΦϒδΣΫτ୯ҰͷϕΫτϧͰදݱ͞ΕΔ
࣮ݧઃఆɿϞσϧ ҙػߏ͋ΓΤʔδΣϯτ otgt o1 %FDPEFS &ODPEFS m1 m2 m3 "UUFOUJPO
"UUFOUJPO m0 m1 m2 m1 m2 m3 Speaker Listener ϝοηʔδΦϒδΣΫτ ߹கείΞ - ҙػߏ͋Γ - ΦϒδΣΫτෳͷϕΫτϧͰදݱ͞ΕΔ
ҙػߏ͋Γ/ͳ͠ΤʔδΣϯτͷൺֱ - ҙػߏ͋Γͩͱߏੑͷई (TopSim) ্͕͢Δ ҙػߏ͋ΓΤʔδΣϯτͷݴޠͷௐࠪ ࣮ݧͨ͜͠ͱ
ҙػߏ͋Γ/ͳ͠ΤʔδΣϯτͷൺֱ ܇࿅ηοτͷਖ਼ղ ධՁηοτͷਖ਼ղ TopSimʢߏੑͷईʣ - ҙػߏ͕͋Δํ͕ਖ਼ղ͕ߴ͘ͳΔʹ͋Δ - ҙػߏ͕͋Δํ͕ɺTopSim ͕ߴ͘ͳΔʹ͋Δ
ҙػߏ͋ΓΤʔδΣϯτͷ ҙػߏͷՄࢹԽ Speaker Listener Speaker Listener Speaker Listener ޭͨ͠ύλʔϯ ޭͨ͠ύλʔϯ
ࣦഊͨ͠ύλʔϯ
ҙػߏ͋ΓΤʔδΣϯτͷ ൃͨ͠ݴޠͷγϯϘϧͱΦϒδΣΫτͷରԠ Speaker Listener
ҙػߏ͋ΓΤʔδΣϯτͷ ൃͨ͠ݴޠͷγϯϘϧͱΦϒδΣΫτͷରԠ Speaker Listener ্ணܥͷΦϒδΣΫτ ۺܥͷΦϒδΣΫτ
ҙػߏ͋ΓSpeaker ͱ Listener ͷ ҙൣғͷͣΕͱਖ਼ղͷؔ ͣΕ͕গͳ͍΄Ͳਖ਼ղ͍͢͠
ͬͨ͜ͱ - ࢦࣔήʔϜͷΤʔδΣϯτʹҙػߏΛ͚ͭΔ - FashionMNIST ͷը૾ΛͬͨࢦࣔήʔϜͰ࣮ݧ ͔ͬͨ͜ͱ - ҙػߏ͕͋Δͱߏੑ͕ߴ͍ݴޠ͕ൃ͍͢͠
- ҙػߏΛ࣋ͬͨΤʔδΣϯτղऍੑͷ͋ΔݴޠΛൃͤ͞ΒΕΔ ·ͱΊ
࣮͏ͪΐͬͱࣗવͰෳࡶͳը૾ΛͬͨࢦࣔήʔϜͰ ͏·͍ͬͯ͘΄͔͕ͬͨ͠ɺֶश͕͔ͬͨ͠ - ෳࡶͳը૾ͩͱղऍෆೳͳҙͷύλʔϯ͔͠؍͞Εͣ ➡︎ ҙػߏ͕ਓؒͷΑ͏ͳબੑΛ͍࣋ͬͯͳ͍͔Βʁ ਓؒͷ࣋ͭೝػೳͱݴޠͷੑ࣭ͷؔ࿈ͳͲ͕ௐΒΕΔͱ ָͦ͠͏ʁ ࠓޙͷൃల