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

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

7666aa178055a00e526a4d9d55ccbbae?s=128

Yumeto Inaoka

June 20, 2018
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Transcript

  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
  2. "CTUSBDU wײ৘ͳͲͷଐੑΛɺଐੑʹґଘ͠ͳ͍಺༰Λ
 อ࣋ͭͭ͠ม׵Λߦ͏λεΫ wֶशʹ͸ଐੑͷΈҟͳΔΑ͏ͳจϖΞΛ࢖༻͠ͳ͍ wϑϨʔζΛ%FMFUF 3FUSJFWFͯ͠ɺͦΕΒΛݩʹ
 ࠷ऴతͳग़ྗΛ(FOFSBUF͢Δ wैདྷख๏ΑΓଟ͘ͷೖྗʹ͓͍ͯจ๏త͔ͭ ద੾ͳग़ྗ͕ੜ੒͞ΕΔ͜ͱΛਓखධՁͰ֬ೝ !2

  3. *OUSPEVDUJPO w ײ৘΍ελΠϧɺ੍࣌ͷΑ͏ͳଐੑΛ੍ޚͰ͖Δ จੜ੒ʹؔ৺͕ߴ·͍ͬͯΔ w ௨ৗɺଐੑͷΈҟͳΔύϥϨϧσʔλ͸࢖༻
 Ͱ͖ͣɺଐੑ͕ϥϕϧ෇͚͞ΕͨจͷΈΛ࢖༻ w ͜Ε·Ͱʹ("/Λ༻͍ͨख๏͕ఏҊ͞Ε͍ͯΔ͕ɺ ग़ྗ͕௿඼࣭Ͱ͋Δ͜ͱ͕ਓखධՁͰ൑໌

    !3
  4. *OUSPEVDUJPO w ଐੑʹӨڹΛ༩͑Δ୯ޠ΍۟
 Ҏ֎͸΄ͱΜͲมߋͤͣ͞ʹ
 ଐੑม׵Ͱ͖Δ৔߹͕ଟ͍ w ΑΓ୯७Ͱֶश͕؆୯ͳ
 Ұ࿈ͷγεςϜΛఏҊ !4

  5. "QQSPBDI !5

  6. "QQSPBDI !6

  7. "QQSPBDI !7

  8. "QQSPBDI !8

  9. "QQSPBDI !9

  10. "QQSPBDI !10

  11. "QQSPBDI !11

  12. "QQSPBDI !12

  13. "QQSPBDI !13

  14. "QQSPBDI !14

  15. %FMFUF w ײ৘ଐੑͷ৔߹ɺlQPTJUJWFzͷ࣌ʹݶͬͯΑ͘ग़ݱ ͢ΔOHSBNͱlOFHBUJWFzͷ࣌ʹݶͬͯΑ͘ग़ݱ
 ͢ΔOHSBNΛଐੑϚʔΧͱͯ͠࡟আ w OHSBN͔ΒଐੑΛ෼ྨ͢ΔφΠʔϒϕΠζ෼ྨث ʹ͓͚ΔOHSBNͷ৚݅෇͖֬཰͕ࢦఆͷᮢ஋Λ
 ௒͑ͨࡍʹଐੑϚʔΧͱ͢Δ !15

  16. 3FUSJFWF w ͭͷ୯ޠܥྻͷڑ཭͕Ұ൪খ͍͞΋ͷΛऔΓग़͢ w ڑ཭ͷܭࢉํ๏͸ҎԼͷͭΛ࣮ݧ  5'*%'ͰॏΈ͚ͮΒΕͨ୯ޠͷॏͳΓ  DPOUFOUFNCFEEJOHTͷϢʔΫϦουڑ཭
 ˢEFMFUFޙͷจΛ3//FODPEFSʹೖྗͨ݁͠Ռ

    !16
  17. (FOFSBUF %FMFUF0OMZ w %FMFUFޙͷจͱଐੑ͔Β%FMFUFલͷจΛ෮ݩ͢Δ Α͏ʹֶशΛߦ͏ !17

  18. (FOFSBUF %FMFUF"OE3FUSJFWF w ී௨ʹֶशͤ͞Δͱɺจ΁ଐੑϚʔΧΛ݀ຒΊ͢Δ ͚ͩͷֶशʹͳͬͯ͠·͏
 ˠεϜʔδϯά͕ߦΘΕͣྲྀெʹͳΒͳ͍ w ଐੑϚʔΧ΁֬཰తʹϊΠζΛՃ͑Δ
 ˡฤूڑ཭͕ͰಉଐੑͷผϚʔΧ΁ஔ͖׵͑Δ !18

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

    )VNBO3FGFSFODF͸.5VSLͰऩू !19
  20. %BUBTFUT w Ωϟϓγϣϯͷςετηοτ͸ࣄ࣮ͷΈͰ͋ΔͨΊ
 ଐੑϚʔΧͷ࡟আ͸ͳ͘ɺૠೖͷΈ !20

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

    CFBNTFBSDIXJUIBCFBNTJ[FPG !21
  22. )VNBO&WBMVBUJPO w .5VSLͰޏͬͨϫʔΧʔ͕γεςϜͷग़ྗΛධՁ w ஈ֊ͷϦοΧʔτई౓Ͱจ๏ੑɺଐੑɺ
 ҙຯͷอ࣋ΛධՁ w ·ͨ͸ͱධՁ͞Εͨ৔߹ʹग़ྗ͸੒ޭͱݟ၏͢ w ແ࡞ҝʹநग़ͨ͠αϯϓϧΛධՁ


    ʢ֤ଐੑ͝ͱʹαϯϓϧʣ !22
  23. )VNBO&WBMVBUJPO !23

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

    !24