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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 ௕Ԭٕज़Պֶେֶࣗવݴޠॲཧݚڀࣨ ҴԬເਓ

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"CTUSBDU wطଘͷ4FRTFRϞσϧ͕ੜ੒͢Δจ͸
 จ๏తʹਖ਼͍͕͠ҙຯతʹෆద੾ͳ͜ͱ͕Α͋͘Δ w୯ޠ෼ࢄදݱͷݕࡧʹΑͬͯ୯ޠΛੜ੒͢Δ
 8PSE&NCFEEJOH"UUFOUJPO/FUXPSL 8&"/ 
 ΛఏҊ wݴ͍׵͕͑ॏཁͳςΩετฏқԽͱ୹จཁ໿λεΫͰ
 TUBUFPGUIFBSUΛୡ੒ !2

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*OUSPEVDUJPO w ैདྷͷ4FRTFRϞσϧ͸୯ޠͷҙຯͰ͸ͳ͘܇࿅ ηοτͷ୯ޠ΍ύλʔϯΛ҉ه͢Δ܏޲͕͋Δ
 ˡσίʔμͷग़ྗ૚͕ҙຯత৘ใΛϞσϦϯά
 ɹ͍ͯ͠ͳ͍ͨΊ w σίʔμͷग़ྗ૚͕࣋ͭύϥϝʔλ਺͕ଟ͍
 ӅΕ૚ͷ࣍ݩ͕ ޠኮαΠζ͕ສͷ৔߹
 ύϥϝʔλ਺͸ ສͱͳΔ !3

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

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!5 8&"/

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!6 8&"/

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!7 8&"/

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!8 8&"/

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ΫΤϦͱ୯ޠͷηοτ͔ΒείΞΛܭࢉ RUλΠϜεςοϓUͷRVFSZ
 FJJ൪໨ͷީิ୯ޠ J ʜ O OޠኮαΠζ
 είΞ͕࠷େͱͳΔ୯ޠΛબ୒
 WBMJEBUJPOTFUTͰͷੑೳΛجʹHFOFSBMΛ࢖༻ !9

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

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&YQFSJNFOUT 5FYU4JNQMJpDBUJPO w %BUBTFUT
 1BSBMMFM8JLJQFEJB4JNQMJpDBUJPO$PSQVT 18,1 
 USBJOWBMJEUFTU 
 &OHMJTI8JLJQFEJBBOE4JNQMF&OHMJTI8JLJQFEJB
 &84&8 
 L USBJOWBMJEUFTU 
 UFTUTFU͸".5ͰಘΒΕͨͭͷ3FGFSFODFΛ࣋ͭ !11

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&YQFSJNFOUT 5FYU4JNQMJpDBUJPO w &WBMVBUJPO.FUSJDT
 #-&6
 ػց຋༁΍ฏқԽͰ޿͘༻͍ΒΕ͍ͯΔࣗಈධՁख๏
 
 ਓखධՁ
 ྲྀெੑɺଥ౰ੑɺฏқ͞ΛͰධՁ
 ฏқ͞͸ग़ྗ͕ೖྗͱൺ΂ͯͲΕ͚ͩฏқ͔Λࣔ͢ !12

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݁Ռ ࣗಈධՁ !13

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݁Ռ ਓखධՁ !14

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

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

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"OBMZTJT !17

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"OBMZTJT !18 ˢলུ͕ଟ͘৘ใ͕ෆ଍͍ͯ͠Δ

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"OBMZTJT !19 ˢTJFNFOTNBSUJO SSC TIVSCBͱ͍ͬͨແؔ܎ͷ
 ɹ୯ޠΛग़ྗ

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"OBMZTJT !20 ˣྲྀெ͕ͩҙຯ͕ҟͳΓΑΓཧղ͕೉͘͠ͳ͍ͬͯΔ

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