文献紹介: Query and Output: Generating Words by Querying Distributed Word Representations for Paraphrase Generation

Transcript

1. Query and Output:
 Generating Words by Querying
 Distributed Word Representations


   for Paraphrase Generation Shuming Ma, Xu Sun, Wei Li, Sujian Li, Wenjie Li, Xuancheng Ren.
 Proceedings of NAACL-HLT 2018, pages 196-206, 2018. จݙ঺հ
   
   ௕Ԭٕज़Պֶେֶ
   ࣗવݴޠॲཧݚڀࣨ
   ҴԬ
   ເਓ

2. "CTUSBDU wطଘͷ
   4FRTFR
   Ϟσϧ͕ੜ੒͢Δจ͸
 จ๏తʹਖ਼͍͕͠ҙຯతʹෆద੾ͳ͜ͱ͕Α͋͘Δ
   w୯ޠ෼ࢄදݱͷݕࡧʹΑͬͯ୯ޠΛੜ੒͢Δ
 8PSE
   &NCFEEJOH
   "UUFOUJPO
   /FUXPSL
   8&"/ 
 ΛఏҊ
   wݴ͍׵͕͑ॏཁͳςΩετฏқԽͱ୹จཁ໿λεΫͰ
 TUBUFPGUIFBSU
   Λୡ੒

   !2

3. *OUSPEVDUJPO w ैདྷͷ4FRTFRϞσϧ͸୯ޠͷҙຯͰ͸ͳ͘܇࿅ ηοτͷ୯ޠ΍ύλʔϯΛ҉ه͢Δ܏޲͕͋Δ
 ˡ
   σίʔμͷग़ྗ૚͕ҙຯత৘ใΛϞσϦϯά
 ɹ
   ͍ͯ͠ͳ͍ͨΊ
   w σίʔμͷग़ྗ૚͕࣋ͭύϥϝʔλ਺͕ଟ͍
 ӅΕ૚ͷ࣍ݩ͕
   ޠኮαΠζ͕ສͷ৔߹


   
   ύϥϝʔλ਺͸ ສͱͳΔ !3

4. 8&"/ w 8PSE
   &NCFEEJOH
   "UUFOUJPO
   /FUXPSL
   w 3//ͷग़ྗΛΫΤϦͱͯ͠࠷΋Ұக͢Δ෼ࢄදݱ ͷ୯ޠΛBUUFOUJPOΛ࢖༻ͨ͠ݕࡧʹΑͬͯબ୒
   w ୯ޠͷ෼ࢄදݱ͸Τϯίʔμɺσίʔμ΁ͷೖྗ ʹՃ͑ͯग़ྗ૚ͷΫΤϦʹΑͬͯ΋ߋ৽͞ΕΔ !4

5. !5 8&"/

6. !6 8&"/

7. !7 8&"/

8. !8 8&"/

9. ΫΤϦͱ୯ޠͷηοτ͔ΒείΞΛܭࢉ RU
   
   λΠϜεςοϓUͷRVFSZ
 FJ
   
   J൪໨ͷީิ୯ޠ J
   
   
   
   ʜ
   O
   O
   
   ޠኮαΠζ
 είΞ͕࠷େͱͳΔ୯ޠΛબ୒
 WBMJEBUJPO
   TFUTͰͷੑೳΛجʹHFOFSBMΛ࢖༻

   !9

10. 5SBJOJOH w ୯ޠͷબ୒ʹݕࡧΛ༻͍͍ͯΔ͕ɺҰൠతͳ 4FRTFRͱಉ༷ʹඍ෼Մೳ
 ˠ
    ଛࣦؔ਺͸ಉ͡΋ͷ͕࢖༻Մೳ
    w "EBN
 Ћ
    Ќ
    Ќ

    
    ЏF !10

11. &YQFSJNFOUT
    5FYU
    4JNQMJpDBUJPO w %BUBTFUT
 
    1BSBMMFM
    8JLJQFEJB
    4JNQMJpDBUJPO
    $PSQVT
    18,1 

    
     
    
    
    
    
    USBJO
    
    WBMJE
    UFTU

    
 
    &OHMJTI
    8JLJQFEJB
    BOE
    4JNQMF
    &OHMJTI
    8JLJQFEJB

    
    &84&8 

    
    L
    
     
    
    
    USBJO
    
    WBMJE
    UFTU 

    
    UFTU
    TFU͸".5ͰಘΒΕͨͭͷ3FGFSFODFΛ࣋ͭ !11

12. &YQFSJNFOUT
    5FYU
    4JNQMJpDBUJPO w &WBMVBUJPO
    .FUSJDT
 
    #-&6

    
    ػց຋༁΍ฏқԽͰ޿͘༻͍ΒΕ͍ͯΔࣗಈධՁख๏
 
 
    ਓखධՁ

    
    ྲྀெੑɺଥ౰ੑɺฏқ͞ΛͰධՁ

    
    ฏқ͞͸ग़ྗ͕ೖྗͱൺ΂ͯͲΕ͚ͩฏқ͔Λࣔ͢

    !12

13. ݁Ռ
    ࣗಈධՁ !13

14. ݁Ռ
    ਓखධՁ !14

15. "OBMZTJT w 8&"/͸ैདྷͷ4FRTFRͱൺ΂ͯύϥϝʔλ͕গͳ͍ !15

16. "OBMZTJT w /54XW΍1#.53͸ඞਢͷཁૉΛ͍͍ܽͯΔ
    w 4#.54"3*͸ྲྀெ͕ͩҙຯ͕ҟͳΔ !16

17. "OBMZTJT !17

18. "OBMZTJT !18 ˢলུ͕ଟ͘৘ใ͕ෆ଍͍ͯ͠Δ

19. "OBMZTJT !19 ˢTJFNFOTNBSUJO
    SSC
    TIVSCBͱ͍ͬͨແؔ܎ͷ
 ɹ୯ޠΛग़ྗ

20. "OBMZTJT !20 ˣྲྀெ͕ͩҙຯ͕ҟͳΓΑΓཧղ͕೉͘͠ͳ͍ͬͯΔ

21. $PODMVTJPO w ΫΤϦʹΑΔ୯ޠ෼ࢄදݱͷݕࡧ͔Β୯ޠΛੜ੒ ͢ΔFODPEFSEFDPEFS
    GSBNFXPSLΛఏҊ
    w ͭͷӳޠฏқԽσʔληοτʹ͓͍ͯ
 ϕʔεϥΠϯͱൺֱͯ͠#-&6͕ͦΕͧΕ
 ͓Αͼ޲্ͨ͠
    w ຊϞσϧ͸TUBUFPGUIFBSUΛୡ੒͍ͯ͠Δ

    !21