文献紹介: Pre-Translation for Neural Machine Translation

文献紹介: Pre-Translation for Neural Machine Translation

2017/06/21の文献紹介で発表

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Yumeto Inaoka

June 21, 2017
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  1. 1SF5SBOTMBUJPOGPS
 /FVSBM.BDIJOF5SBOTMBUJPO จݙ঺հ   ࣗવݴޠॲཧݚڀࣨɹҴԬເਓ +BO/JFIVFT &VOBI$IP 5IBOI-F)BBOE"MFY8BJCFM 1SPDFFEJOHTPG$0-*/(

    QQ
  2. ֓ཁ ˗ /.5͸࣌ʹશ͘ҟͳΔҙຯͷ຋༁Λੜ੒
 ˡ·Εͳ୯ޠ͕͋Δ৔߹ʹݦஶ ˗ 1#.5ʹΑΔࣄલ຋༁Ͱ໨తݴޠʹ຋༁
 ˡ্ه໰୊Λճආ ˗ /.5ʹೖྗจͱࣄલ຋༁ͷ݁ՌΛೖྗ
 ˠ#-&6είΞͷ޲্

    
  3. /.5ͱ1#.5 ˗ /.5
 ·Εͳ୯ޠͷ຋༁ʹࣦഊ
 ྲྀெͰจ๏తʹਖ਼͍͠຋༁Λੜ੒ ˗ 1#.5
 ·Εͳ୯ޠͰ΋຋༁͕Մೳ 

  4. ύΠϓϥΠϯʹΑΔ݁߹ ˗ 1#.5Ͱೖྗݴޠ͔Β໨తݴޠF`ʹ຋༁ ˗ ্ͷग़ྗΛ/.5ͰΑΓྑ͍໨తจFʹ຋༁ ˗ 1#.5͕/.5ͰϦΧόʔͰ͖ͳ͍ΤϥʔΛ
 Ҿ͖ى͜͢Մೳੑ 

  5. /.5΁ͷࠞ߹ೖྗ ˗ /.5ʹ1#.5ͷग़ྗͱݪจΛೖྗ ˗ 1#.5ͷग़ྗޠኮͱݪจͷޠኮͷॏෳΛ๷ࢭ ˗ ͦΕͧΕͷೖྗΛ࿈݁ DPODBUFOBUJPO 

  6. ࣮ݧ ˗ 8.5ͷӳಠχϡʔε຋༁λεΫͰ෼ੳ ˗ #-&6Ͱ຋༁඼࣭Λ෼ੳ ˗ ୯ޠͷස౓ʹԠͯ͡ύϑΥʔϚϯεΛ෼ੳ ˗ 1#.5ͷ຋༁඼࣭ʹΑΔӨڹΛ෼ੳ͢ΔͨΊ
 ϕʔεϥΠϯγεςϜͱߴ౓ͳϞσϧΛ࢖༻

    ˗ /.5͸ϞσϧͷγεςϜͱϞσϧͷ
 ΞϯαϯϒϧγεςϜΛ࢖༻ 
  7. ࣮ݧ ˗ 1#.5
 5FSFTB)FSSNBOO +BO/JFIVFT BOE"MFY8BJCFM
 $PNCJOJOH8PSE3FPSEFSJOH.FUIPETPOEJ⒎FSFOU-JOHVJTUJD"CTUSBDUJPO -FWFMTGPS4UBUJTUJDBM.BDIJOF5SBOTMBUJPO
 *O1SPDFFEJOHTPGUIF4FWFOUI8PSLTIPQPO4ZOUBY 4FNBOUJDTBOE

    4USVDUVSFJO4UBUJTUJDBM5SBOTMBUJPO "MUBOUB (FPSHJB 64" ˗ /.5
 3JDP4FOOSJDI #BSSZ)BEEPX BOE"MFYBOESB#JSDI
 /FVSBMNBDIJOFUSBOTMBUJPOPGSBSFXPSETXJUITVCXPSEVOJUT
 *O1SPDFFEJOHTPGUIFUI"OOVBM.FFUJOHPGUIF"TTPDJBUJPOGPS $PNQVUBUJPOBM-JOHVJTUJDT "$- "VHVTU  #FSMJO (FSNBOZ  7PMVNF-POH1BQFST 
  8. ݁Ռ #-&6είΞ ˗ ύΠϓϥΠϯ͸/.5ΑΓੑೳ͕ྼΔ
 ˠ1#.5ͷΤϥʔΛճ෮Ͱ͖ͳ͍ͨΊ ˗ ࠞ߹Ͱ͸ੑೳ޲্ 

  9. ݁Ռ ྫจ ˗ 1#.5Ͱ͸୯ޠͷ༁͸ਖ਼͍͕͠จ๏ʹΤϥʔ ˗ /.5͸୯ޠͷ༁ͰΤϥʔ ˗ ఏҊख๏Ͱ͸྆ํ͕վળ 

  10. ݁Ռ ྫจ ˗ ೖྗจʹ௿ස౓ޠSJPUؚ͕·ΕΔ ˗ 1#.5Ͱ͸ਖ਼͘͠"VGSVISʹ༁͞ΕΔ ˗ /.5͸ͦͷ··ग़ྗ ˗ ఏҊख๏Ͱਖ਼͘͠຋༁

    
  11. ·ͱΊ ˗ 1#.5ͱ/.5Λ૊Έ߹Θͤͨख๏ΛఏҊ ˗ ྆ϞσϧΛ௚ྻͰ૊Έ߹Θͤͯ΋༏Εͨ຋༁͸ ੜ੒Ͱ͖ͳ͍͕ೖྗΛࠞ߹͢ΔͱվળͰ͖Δ ˗ 1#.5ͷग़ྗͱݪจΛγϯϓϧʹ࿈݁ DPODBUFOBUJPO ͢Δ͜ͱͰ඼࣭͕޲্

    ˗ ݸʑΛվળ͢Δ͜ͱͰγεςϜશମͷ
 ύϑΥʔϚϯε͕޲্