文献紹介: Delete, Retrieve, Generate: A Simple Approach to Sentiment and Style Transfer

2018/06/20の文献紹介で発表

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1. Delete, Retrieve, Generate:

   A Simple Approach to

   Sentiment and Style Transfer
   Juncen Li, Robin Jia, He He, Percy Liang.
   Proceedings of NAACL-HLT 2018, pages 1865–1874, 2018.
   จݙ঺հ
   ௕Ԭٕज़Պֶେֶࣗવݴޠॲཧݚڀࣨ
   ҴԬເਓ
   

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2. "CTUSBDU
   wײ৘ͳͲͷଐੑΛɺଐੑʹґଘ͠ͳ͍಺༰Λ

   อ࣋ͭͭ͠ม׵Λߦ͏λεΫ
   wֶशʹ͸ଐੑͷΈҟͳΔΑ͏ͳจϖΞΛ࢖༻͠ͳ͍
   wϑϨʔζΛ%FMFUF 3FUSJFWFͯ͠ɺͦΕΒΛݩʹ

   ࠷ऴతͳग़ྗΛ(FOFSBUF͢Δ
   wैདྷख๏ΑΓଟ͘ͷೖྗʹ͓͍ͯจ๏త͔ͭ
   ద੾ͳग़ྗ͕ੜ੒͞ΕΔ͜ͱΛਓखධՁͰ֬ೝ
   !2
   

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3. *OUSPEVDUJPO
   w ײ৘΍ελΠϧɺ੍࣌ͷΑ͏ͳଐੑΛ੍ޚͰ͖Δ
   จੜ੒ʹؔ৺͕ߴ·͍ͬͯΔ
   w ௨ৗɺଐੑͷΈҟͳΔύϥϨϧσʔλ͸࢖༻

   Ͱ͖ͣɺଐੑ͕ϥϕϧ෇͚͞ΕͨจͷΈΛ࢖༻
   w ͜Ε·Ͱʹ("/Λ༻͍ͨख๏͕ఏҊ͞Ε͍ͯΔ͕ɺ
   ग़ྗ͕௿඼࣭Ͱ͋Δ͜ͱ͕ਓखධՁͰ൑໌
   !3
   

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4. *OUSPEVDUJPO
   w ଐੑʹӨڹΛ༩͑Δ୯ޠ΍۟

   Ҏ֎͸΄ͱΜͲมߋͤͣ͞ʹ

   ଐੑม׵Ͱ͖Δ৔߹͕ଟ͍
   w ΑΓ୯७Ͱֶश͕؆୯ͳ

   Ұ࿈ͷγεςϜΛఏҊ
   !4
   

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5. "QQSPBDI
   !5
   

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6. "QQSPBDI
   !6
   

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7. "QQSPBDI
   !7
   

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8. "QQSPBDI
   !8
   

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9. "QQSPBDI
   !9
   

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10. "QQSPBDI
    !10
    

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11. "QQSPBDI
    !11
    

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12. "QQSPBDI
    !12
    

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13. "QQSPBDI
    !13
    

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14. "QQSPBDI
    !14
    

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15. %FMFUF
    w ײ৘ଐੑͷ৔߹ɺlQPTJUJWFzͷ࣌ʹݶͬͯΑ͘ग़ݱ
    ͢ΔOHSBNͱlOFHBUJWFzͷ࣌ʹݶͬͯΑ͘ग़ݱ

    ͢ΔOHSBNΛଐੑϚʔΧͱͯ͠࡟আ
    w OHSBN͔ΒଐੑΛ෼ྨ͢ΔφΠʔϒϕΠζ෼ྨث
    ʹ͓͚ΔOHSBNͷ৚݅෇͖֬཰͕ࢦఆͷᮢ஋Λ

    ௒͑ͨࡍʹଐੑϚʔΧͱ͢Δ
    !15
    

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16. 3FUSJFWF
    w ͭͷ୯ޠܥྻͷڑ཭͕Ұ൪খ͍͞΋ͷΛऔΓग़͢
    w ڑ཭ͷܭࢉํ๏͸ҎԼͷͭΛ࣮ݧ
    5'*%'ͰॏΈ͚ͮΒΕͨ୯ޠͷॏͳΓ
    DPOUFOUFNCFEEJOHTͷϢʔΫϦουڑ཭

    ˢEFMFUFޙͷจΛ3//FODPEFSʹೖྗͨ݁͠Ռ
    
    !16
    

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17. (FOFSBUF %FMFUF0OMZ
    
    w %FMFUFޙͷจͱଐੑ͔Β%FMFUFલͷจΛ෮ݩ͢Δ
    Α͏ʹֶशΛߦ͏
    !17
    

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18. (FOFSBUF %FMFUF"OE3FUSJFWF
    
    w ී௨ʹֶशͤ͞Δͱɺจ΁ଐੑϚʔΧΛ݀ຒΊ͢Δ
    ͚ͩͷֶशʹͳͬͯ͠·͏

    ˠεϜʔδϯά͕ߦΘΕͣྲྀெʹͳΒͳ͍
    w ଐੑϚʔΧ΁֬཰తʹϊΠζΛՃ͑Δ

    ˡฤूڑ཭͕ͰಉଐੑͷผϚʔΧ΁ஔ͖׵͑Δ
    !18
    

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19. &YQFSJNFOUT
    w :FMQϨϏϡʔɺ"NB[POϨϏϡʔͷײ৘Λ൓స
    w ը૾ΩϟϓγϣϯΛΑΓϩϚϯνοΫ͔ϢʔϞϥε
    ʹͳΔΑ͏มߋ
    w ैདྷख๏ɺ)VNBO3FGFSFODFɺఏҊ͢Δͭͷ

    γεςϜΛൺֱ
    w )VNBO3FGFSFODF͸.5VSLͰऩू
    !19
    

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20. %BUBTFUT
    w Ωϟϓγϣϯͷςετηοτ͸ࣄ࣮ͷΈͰ͋ΔͨΊ

    ଐੑϚʔΧͷ࡟আ͸ͳ͘ɺૠೖͷΈ
    !20
    

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21. &YQFSJNFOUBM%FUBJMT
    w EJNFOTJPOBMXPSEWFDUPST
    w TJOHMFMBZFS(36XJUIIJEEFOVOJUT
    w NBYPVUBDUJWBUJPOGVODUJPO
    w "EBEFMUBXJUIBNJOJCBUDITJ[FPG
    w CFBNTFBSDIXJUIBCFBNTJ[FPG
    !21
    

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22. )VNBO&WBMVBUJPO
    w .5VSLͰޏͬͨϫʔΧʔ͕γεςϜͷग़ྗΛධՁ
    w ஈ֊ͷϦοΧʔτई౓Ͱจ๏ੑɺଐੑɺ

    ҙຯͷอ࣋ΛධՁ
    w ·ͨ͸ͱධՁ͞Εͨ৔߹ʹग़ྗ͸੒ޭͱݟ၏͢
    w ແ࡞ҝʹநग़ͨ͠αϯϓϧΛධՁ

    ʢ֤ଐੑ͝ͱʹαϯϓϧʣ
    !22
    

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23. )VNBO&WBMVBUJPO
    !23
    

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24. $PODMVTJPO
    w ςΩετଐੑม׵ʹ͓͍ͯैདྷͷ("/ʹΑΔख๏
    ΑΓߴੑೳͳख๏ΛఏҊ
    w จͷଐੑʹӨڹΛ༩͑Δ۟͸ہॴతͰ͋Δ͜ͱ͕
    ޮՌΛେ͖͍ͯ͘͠Δ
    w কདྷతʹ͸OHSBNΑΓҰൠతͳଐੑͷ֓೦Λ։ൃ
    ͢Δͱ༗ӹ͕ͩɺΑΓؼೲతόΠΞεΛ൐͏
    !24
    

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