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文献紹介: Query and Output: Generating Words by Que...
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Yumeto Inaoka
July 20, 2018
Research
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170
文献紹介: Query and Output: Generating Words by Querying Distributed Word Representations for Paraphrase Generation
2018/07/20の文献紹介で発表
Yumeto Inaoka
July 20, 2018
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Transcript
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. จݙհ Ԭٕज़Պֶେֶࣗવݴޠॲཧݚڀࣨ ҴԬເਓ
"CTUSBDU wطଘͷ4FRTFRϞσϧ͕ੜ͢Δจ จ๏తʹਖ਼͍͕͠ҙຯతʹෆదͳ͜ͱ͕Α͋͘Δ w୯ޠࢄදݱͷݕࡧʹΑͬͯ୯ޠΛੜ͢Δ 8PSE&NCFEEJOH"UUFOUJPO/FUXPSL 8&"/ ΛఏҊ wݴ͍͕͑ॏཁͳςΩετฏқԽͱจཁλεΫͰ TUBUFPGUIFBSUΛୡ
!2
*OUSPEVDUJPO w ैདྷͷ4FRTFRϞσϧ୯ޠͷҙຯͰͳ͘܇࿅ ηοτͷ୯ޠύλʔϯΛ҉ه͢Δ͕͋Δ ˡσίʔμͷग़ྗ͕ҙຯతใΛϞσϦϯά ɹ͍ͯ͠ͳ͍ͨΊ w σίʔμͷग़ྗ͕࣋ͭύϥϝʔλ͕ଟ͍ ӅΕͷ࣍ݩ͕ ޠኮαΠζ͕ສͷ߹
ύϥϝʔλ ສͱͳΔ !3
8&"/ w 8PSE&NCFEEJOH"UUFOUJPO/FUXPSL w 3//ͷग़ྗΛΫΤϦͱͯ͠࠷Ұக͢Δࢄදݱ ͷ୯ޠΛBUUFOUJPOΛ༻ͨ͠ݕࡧʹΑͬͯબ w ୯ޠͷࢄදݱΤϯίʔμɺσίʔμͷೖྗ ʹՃ͑ͯग़ྗͷΫΤϦʹΑͬͯߋ৽͞ΕΔ !4
!5 8&"/
!6 8&"/
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!9
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ЏF !10
&YQFSJNFOUT 5FYU4JNQMJpDBUJPO w %BUBTFUT 1BSBMMFM8JLJQFEJB4JNQMJpDBUJPO$PSQVT 18,1 USBJOWBMJEUFTU
&OHMJTI8JLJQFEJBBOE4JNQMF&OHMJTI8JLJQFEJB &84&8 L USBJOWBMJEUFTU UFTUTFU".5ͰಘΒΕͨͭͷ3FGFSFODFΛ࣋ͭ !11
&YQFSJNFOUT 5FYU4JNQMJpDBUJPO w &WBMVBUJPO.FUSJDT #-&6 ػց༁ฏқԽͰ͘༻͍ΒΕ͍ͯΔࣗಈධՁख๏ ਓखධՁ ྲྀெੑɺଥੑɺฏқ͞ΛͰධՁ ฏқ͞ग़ྗ͕ೖྗͱൺͯͲΕ͚ͩฏқ͔Λࣔ͢
!12
݁Ռ ࣗಈධՁ !13
݁Ռ ਓखධՁ !14
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"OBMZTJT w /54XW1#.53ඞਢͷཁૉΛ͍͍ܽͯΔ w 4#.54"3*ྲྀெ͕ͩҙຯ͕ҟͳΔ !16
"OBMZTJT !17
"OBMZTJT !18 ˢলུ͕ଟ͘ใ͕ෆ͍ͯ͠Δ
"OBMZTJT !19 ˢTJFNFOTNBSUJO SSC TIVSCBͱ͍ͬͨແؔͷ ɹ୯ޠΛग़ྗ
"OBMZTJT !20 ˣྲྀெ͕ͩҙຯ͕ҟͳΓΑΓཧղ͕͘͠ͳ͍ͬͯΔ
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!21