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NIFTY Tech Day 2022 深層自然言語処理によるニュース記事要約の手法と実装

NIFTY Tech Day 2022 深層自然言語処理によるニュース記事要約の手法と実装

NIFTY Tech Day 2022 セッション資料

本セッションではニフティニュースにおける記事要約や構築した深層自然言語処理モデル、AWSを用いた実際のサービス実装について紹介します。

本セッションのアーカイブ動画:
https://youtu.be/sMQwfbCTNX8

NIFTY Tech Day 2022 アーカイブ動画一覧:
https://www.youtube.com/playlist?list=PLYJnnMO84Y4ScTbh4EB5F-xVwgmPv_cM3

ニフティ株式会社

November 22, 2022
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  1. $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE ਂ૚ࣗવݴޠॲཧʹΑΔ 
 χϡʔεهࣄཁ໿ͷख๏ͱ࣮૷ ձһγεςϜάϧʔϓୈೋ։ൃνʔϜ தଜҏਧ

  2. $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE  தଜҏਧ ձһγεςϜάϧʔϓ ୈೋ։ൃνʔϜ χϡʔεαϒνʔϜ  
 /.BDIJOF-FBSOJOH 1SPEVDU&OHJOFFS

  3. $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE ຊηογϣϯͰ࿩͢͜ͱ  w!OJGUZχϡʔε๊͕͑Δ՝୊ͱͦͷղܾࡦ wਂ૚ࣗવݴޠॲཧͷجૅ஌ࣝ wਂ૚ࣗવݴޠॲཧʹΑΔهࣄཁ໿ͷੜ੒ w!OJGUZχϡʔεʹ͓͚Δ࣮૷ͱݕূ w՝୊ͱࠓޙͷల๬

  4. $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE !OJGUZχϡʔε๊͕͑Δ՝୊ͱ 
 ͦͷղܾࡦ

  5. $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE !OJGUZχϡʔε 

  6. $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE ՝୊  ΢ΣϒϚελʔ޲͚ΨΠυϥΠϯ(PPHMF%FWFMPQFST

  7. $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE ՝୊  w ΞάϦήʔγϣϯχϡʔεϝσΟΞͷੑ্࣭ΦϦδφϧੑ ͕௿͘ͳΓ΍͍͢ w Ωʔϫʔυλά෇༩΍ߦཁ໿ͳͲΛखಈͰੜ੒͢Δ͜ͱ ͰΦϦδφϧੑΛ޲্ $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE

  8. $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE ٕज़ͷྗͰղܾ͢Δ  w ཁ໿ͷ࡞ۀ͸ෳࡶͳ࡞ۀͰ͋Γɺεέʔϧͤ͞ʹ͍͘ w ۚમతʹ΋ਫ਼ਆతʹ΋ίετ͕ߴ͍ w ࡞ۀऀʹΑͬͯ඼࣭ʹ͕ࠩग़Δ৔߹͕͋Δ w

    ಛʹΤϯλϝܥهࣄͳͲ͸ཁ໿ͷਖ਼ղ͕Θ͔Γʹ͍͘ ػցతʹཁ໿Λߦ͏ٕज़Λ࣮૷͢Δ
  9. $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE ਂ૚ࣗવݴޠॲཧͷجૅ஌ࣝ

  10. $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE ۙ೥ͷ/-1ٕज़ #&35  %FWMJO +BDPC FUBM#FSU1SFUSBJOJOHPGEFFQCJEJSFDUJPOBMUSBOTGPSNFSTGPSMBOHVBHFVOEFSTUBOEJOHBS9JWQSFQSJOUBS9JW   w

    (PPHMFݕࡧʹ΋ಋೖ͞ΕͨࣗવݴޠॲཧϞσϧ w ࣗવݴޠॲཧʹ͓͍ͯࣄલֶशΛՄೳʹͨ͠ϒϨΠΫεϧʔٕज़
  11. $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE ۙ೥ͷ/-1ٕज़ (15  #SPXO 5PN FUBM-BOHVBHFNPEFMTBSFGFXTIPUMFBSOFST"EWBODFTJOOFVSBMJOGPSNBUJPOQSPDFTTJOHTZTUFNT   w

    ͭͷจষੜ੒ϞσϧʹΑͬͯҟͳΔෳ਺ͷλεΫʢ຋༁ɺର࿩ɺ࣭໰ Ԡ౴ɺΞφάϥϜɺࣥචͳͲʣΛղ͘͜ͱ͕Մೳ w ࣗવݴޠ͔ΒϓϩάϥϜͷίʔυΛੜ੒͢Δ͜ͱ΋Մೳ w ւ֎ܝࣔ൘Ͱ͸ؾ͔ͮΕͣʹਓؒͷ೰Έʹ౴͍͑ͯͨͱ͍͏ࣄྫ΋ଘࡏ
  12. $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE ۙ೥ͷ/-1ٕज़ 5  3BGGFM $PMJO FUBM&YQMPSJOHUIFMJNJUTPGUSBOTGFSMFBSOJOHXJUIBVOJGJFEUFYUUPUFYUUSBOTGPSNFS+.BDI-FBSO3FT   w

    ௚઀จষ͔Βจষʹม׵͢Δਂ૚ֶशϞσϧ w ࣭໰Ԡ౴΍ཁ໿ɺ຋༁ͳͲͷෳ਺ͷλεΫΛ୯ҰͷϞσϧͰղ͘ w !OJGUZχϡʔεͰ͸ࠓճ5Λ࢖ͬͨهࣄཁ໿Λߦ͍·͢
  13. $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE ۙ೥ͷ/-1ٕज़ $-*1  3BEGPSE "MFD FUBM-FBSOJOHUSBOTGFSBCMFWJTVBMNPEFMTGSPNOBUVSBMMBOHVBHFTVQFSWJTJPO*OUFSOBUJPOBM$POGFSFODFPO.BDIJOF-FBSOJOH1.-3  w 4UBCMF%JGGVTJPOͳͲͷը૾ੜ੒Ϟσϧʹ࢖༻͞ΕΔࣗવݴޠ

    ڭࢣܕը૾෼ྨϞσϧ w ࣗવݴޠ͔Βը૾දݱΛ௚઀ֶश͢Δ͜ͱͰ֦ுੑ͕ߴ͘ɺ 
 ݴޠදݱಉ࢜ͷؔ܎ੑ΋֫ಘ͢Δ͜ͱʹ੒ޭ
  14. $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE 5SBOTGPSNFS  7BTXBOJ "TIJTI FUBM"UUFOUJPOJTBMMZPVOFFE"EWBODFTJOOFVSBMJOGPSNBUJPOQSPDFTTJOHTZTUFNT   w "UUFOUJPOػߏΛར༻͢Δ͜ͱͰɺߴ଎Խߴਫ਼౓Խ

    w ೥ݱࡏɺ࠷৽ͷࣗવݴޠॲཧͷجૅʹͳ͍ͬͯΔٕज़Ͱ͋Γɺ 
 ը૾ೝࣝ΍Ի੠ೝࣝͳͲͷ෼໺ʹ΋స༻͞Ε͍ͯΔ w 7JTJPO5SBOTGPSNFS 8IJTQFS 0QFO"* ͳͲ
  15. $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE )VHHJOH'BDF  )VHHJOH'BDFIUUQTIVHHJOHGBDFDP w ࣗવݴޠॲཧʹಛԽͨ͠ਂ૚ֶशϑϨʔϜϫʔΫ w /-1෼໺ʹ͓͚ΔΤίγεςϜͰ͋Γɺۙ೥/-1ؔ࿈ͷ 
 ΞϓϦέʔγϣϯ͕ߴ଎ͰϦϦʔε͞ΕΔཧ༝ͷͭ

  16. $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE ਂ૚ࣗવݴޠॲཧΛਐԽͤͨ͞΋ͷ  w 5SBOTGPSNFSʹ୅ද͞ΕΔਂ૚ֶशٕज़ w 5SBOTGPSNFSʹΑͬͯߴਫ਼౓Խߴ଎Խ ฒྻԽ Λୡ੒ w

    8&#σʔλ͔Β࡞੒͞Εͨେن໛ίʔύεͷ஀ੜ w $$ɺ04$"3ɺ$ͳͲ w େن໛ػցֶशϞσϧͷֶशΛՄೳʹͨ͠ίϯϐϡʔλϦιʔε w (16ɾ516ͷൃలɺΫϥ΢υʹΑΔେن໛ίϯϐϡʔςΟϯά w )VHHJOH'BDF΍(PPHMF$PMBCPSBUPSZͳͲͷΤίγεςϜ w ࣮૷͕͙͢ʹੈͷதʹެ։͞ΕΔͨΊɺશੈքͷ։ൃऀʹΑΔվྑ͕ ߦΘΕΔ
  17. $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE ਂ૚ࣗવݴޠॲཧʹΑΔ هࣄཁ໿ͷੜ੒

  18. $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE !OJGUZχϡʔεͰղ͖͍ͨλεΫ  w هࣄຊจΛೖྗͱͯ͠ɺλεΫΛ୯ҰͷϞσϧͰղ͘ w ΩʔϫʔυਪఆɺλΠτϧੜ੒ɺ୹จλΠτϧੜ੒ɺ ௕จλΠτϧੜ੒ɺߦཁ໿ੜ੒ $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE

  19. $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE σʔληοτͷ֓ཁ  w !OJGUZχϡʔεͷաڈ೥෼ͷهࣄσʔλهࣄ w શهࣄʹΩʔϫʔυɺλΠτϧɺ୹จλΠτϧ͕෇༩ w ௕จλΠτϧͱߦཁ໿͸ಛఆͷهࣄʹͷΈ෇༩ w

    هࣄʢʣ
  20. $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE ϓϩϯϓτֶश  w ݱࡏͷࣗવݴޠॲཧϞσϧ͸༷ʑͳλεΫ͕ղ͚ΔͷͰɺ 
 λεΫΛࢦఆͯ͋͛͠Δ w ࣗવݴޠΛೖྗ͢ΔϞσϧͰ͸ϓϩϯϓτ͕༻͍ΒΕΔ w

    ࠓճ͸͜ΜͳϖΞΛֶशͤ͞Δ w lUJUMFຊจzˠlλΠτϧz w lUPQJDTຊจzˠl୹จλΠτϧz w lLFZXPSEຊจzˠlΩʔϫʔυz
  21. $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE 

  22. $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE ਪ࿦ͷॲཧ  99͸ࡢ೥݄ʹαʔϏεΛ։࢝ͯ͠Ҏདྷɺ೔ຊͰͷϏδωεΛॱௐʹ֦େ͖ͯͨ͠ɻݱࡏ͸ʜ [21105, 4763, 7, 11708, 12, 50,

    133, 710, 4397, 20082, 3, 11666, 3259, 14, 15134, 1915, 2107, 4, 1190, 216, 1961, 2819, 246, 16, 3, 21366, 388, 790, 7279, 4983,…] [21105, 4763, 3, 5057, 3888, 1798, 6, 21868, 15594, 6477, 253, 82, 6838, 15, 19, 10654, 4763, 500, 206, 211, 626, 1318, 17, 28,…] 99ɺ͍ͭʹ଴๬ͷBQQMFUWʹରԠҰप೥ه೦Ͱʮ99ΞϯόαμʔϓϩδΣΫτʯ΋ελʔτ τʔΫφΠζ ػցֶशϞσϧʹΑΔਪ࿦ จষ΁ͷ෮ݩʢστʔΫφΠζʣ هࣄຊจ ཁ໿จ
  23. $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE ػցֶशϞσϧͷਪ࿦  99͸ࡢ೥݄ʹαʔϏεΛ։࢝ͯ͠Ҏདྷɺ೔ຊͰͷϏδωεΛॱௐʹ֦େ͖ͯͨ͠ɻݱࡏ͸ʜ [21105, 4763, 7, 11708, 12, 50,

    133, 710, 4397, 20082, 3, 11666, 3259, 14, 15134, 1915, 2107, 4, 1190, 216, 1961, 2819, 246, 16, 3, 21366, 388, 790, 7279, 4983,…] [21105, 4763, 3, 5057, 3888, 1798, 6, 21868, 15594, 6477, 253, 82, 6838, 15, 19, 10654, 4763, 500, 206, 211, 626, 1318, 17, 28,…] 99ɺ͍ͭʹ଴๬ͷBQQMFUWʹରԠҰप೥ه೦Ͱʮ99ΞϯόαμʔϓϩδΣΫτʯ΋ελʔτ τʔΫφΠζ ػցֶशϞσϧʹΑΔਪ࿦ จষ΁ͷ෮ݩʢστʔΫφΠζʣ هࣄຊจ ཁ໿จ
  24. $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE సҠֶश  w ೖྗ͞ΕͨτʔΫϯྻʹରͯ͠ɺ࣮ࡍͷཁ໿จͷτʔΫϯྻΛ 
 ਖ਼ղͱͯ͠ɺసҠֶश 'JOF5VOJOH Λߦ͏ w

    Ϟσϧ͕ग़ྗ͢ΔτʔΫϯ൪߸ΛΫϥεͱΈͳͯ͠ɺΫϩεΤϯτϩϐʔ ଛࣦΛ࠷খԽ͢Δ w 4FOUFODF1JFDFͳͲʹΑͬͯɺ͋Β͔͡ΊࣙॻαΠζ ޠኮͷ਺ɺ 
 ͜͜Ͱ͸Ϋϥε਺ ͕ܾ·͍ͬͯΔ [21105, 4763, 7, 11708, 12, 50, 133, 710, 4397, 20082, 3, 11666, 3259, 14, 15134, 1915, 2107, 4, 1190, 216, 1961, 2819, 246, 16, 3, 21366, 388, 790, 7279, 4983,…] [21105, 4763, 3, 5057, 3888, 1798, 6, 21868, 15594, 6477, 253, 82, 6838, 15, 19, 10654, 4763, 500, 206, 211, 626, 1318, 17, 28,…] ػցֶशϞσϧʹΑΔਪ࿦
  25. $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE ϋΠύʔύϥϝʔλ  wϞσϧɿ(PPHMF5 ࣄલֶशࡁΈ  wNFHBHPOMBCTUCBTFKBQBOFTFXFC wֶशهࣄ਺ɿهࣄ wଛࣦؔ਺ɿΫϩεΤϯτϩϐʔ w࠷దԽख๏ɿ"EBN8

    MSF FQTJMPOF  wΤϙοΫ਺ɿ ΠςϨʔγϣϯ  w749.جʹΑͬͯ'JOF5VOJOH
  26. $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE 

  27. $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE 

  28. $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE ࣮ࡍͷཁ໿݁Ռ

  29. $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE 

  30. $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE 

  31. $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE 

  32. $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE 

  33. $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE 

  34. $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE ཁ໿ੜ੒ʹ͍ͭͯͷߟ࡯  w ৽ฉࣾͳͲͷਖ਼֬ͳจষͷཁ໿͸ਫ਼౓͕ߴ͍ w ΰγοϓࢽ΍ϒϩάهࣄͳͲΤϯλϝܥͷཁ໿͸೉͍͠ w ਓ͕ؒཁ໿͢Δ৔߹Ͱ΋ਖ਼ղ͕෼͔Γʹ͍͘ w

    ਓ໊ͳͲͷ৘ใΛৗʹֶशͤ͞ଓ͚Δඞཁ΋͋Δ w จষ͕௕͍৔߹ʹ͸Ϟσϧʹೖྗ͖͠Εͳ͍ w UPLFO 㲈୯ޠ਺ Λ௒͑ΔͱॲཧͰ͖ͳ͍ͨΊɺจষશମ Λཁ໿Ͱ͖͍ͯͳ͍݁Ռʹͳͬͯ͠·͏
  35. $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE !OJGUZχϡʔεʹ͓͚Δ ࣮૷ํ๏

  36. $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE ͲͷΑ͏ʹͯ͠αʔϏεʹ࣮૷͢Δ͔  w ࠷ॳ͸ݕূஈ֊ͷͨΊɺ୯७ͳߏ੒Ͱ࢝Ί͍ͨ w ඞཁͳͱ͖ʹඞཁͳϦιʔε͚ͩ࢖͍͍ͨ w εέʔϦϯά͍ͤͨ࣌͞ʹ΋εέʔϦϯάͰ͖ΔΑ͏ʹ ͓͖͍ͯͨ͠

    w ඞཁ࠷௿ݶͷ޻਺Ͱ཈͍͑ͨ w .-ΤϯδχΞ͕ଟ͘ͳ͍ͨΊɺϞσϧվྑͳͲͷ෦෼ʹ ྗΛೖΕ͍ͨ
  37. $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE "84ʹ͓͚Δબ୒ࢶ  "84-BNCEB "84&MBTUJD #FBOTUBML "NB[PO 4BHF.BLFS ϒϩάهࣄ ϒϩάهࣄ

    ࣮૷ྫ
  38. $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE "84ʹ͓͚Δબ୒ࢶ  ϝϦοτ σϝϦοτ "84-BNCEB w εέʔϦϯά͕༰қ w ࢖༻ܦݧ΋ଟ͍

    w (16͕࢖͑ͳ͍ w *B$πʔϧͰͷ 
 ؅ཧ͕ͮ͠Β͍ "84&MBTUJD #FBOTUBML w ΞϓϦέʔγϣϯΛ 
 ߴ଎Ͱ࡞੒Ͱ͖Δ w (16͕࢖༻Մೳ w ࣾ಺Ͱ࢖༻ྫ͕গͳ͍ w ຊ֨Քಇ࣌ʹ࠶ߏ੒͢Δ Մೳੑ͕͋Δ "NB[PO4BHF.BLFS w ϚωʔδυͰ؅ཧͰ͖Δ w (16͕࢖༻ՄೳͰɺ 
 εέʔϦϯά΋༰қ w ࣾ಺࢖༻ྫ͕ͳ͍ w *B$πʔϧͰͷ 
 ؅ཧ͕ͮ͠Β͍
  39. $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE "84ʹ͓͚Δબ୒ࢶ  ϝϦοτ σϝϦοτ "84-BNCEB w εέʔϦϯά͕༰қ w ࢖༻ܦݧ΋ଟ͍

    w (16͕࢖͑ͳ͍ w *B$πʔϧͰͷ 
 ؅ཧ͕ͮ͠Β͍ "84&MBTUJD #FBOTUBML w ΞϓϦέʔγϣϯΛ 
 ߴ଎Ͱ࡞੒Ͱ͖Δ w (16͕࢖༻Մೳ w ࣾ಺Ͱ࢖༻ྫ͕গͳ͍ w ຊ֨Քಇ࣌ʹ࠶ߏ੒͢Δ Մೳੑ͕͋Δ "NB[PO4BHF.BLFS w ϚωʔδυͰ؅ཧͰ͖Δ w (16͕࢖༻ՄೳͰɺ 
 εέʔϦϯά΋༰қ w ࣾ಺࢖༻ྫ͕ͳ͍ w *B$πʔϧͰͷ 
 ؅ཧ͕ͮ͠Β͍
  40. $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE 

  41. $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE  4BHF.BLFSʹΑΔਪ࿦෦

  42. $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE 4BHF.BLFS)VHHJOH'BDF *OGFSFODF5PPMLJU  IUUQTHJUIVCDPNBXTTBHFNBLFSIVHHJOHGBDFJOGFSFODFUPPMLJU

  43. $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE 4BHF.BLFS)VHHJOH'BDF *OGFSFODF5PPMLJU  w )VHHJOH'BDFͰֶशͨ͠ϞσϧΛ4ʹ഑ஔ͢Δ͚ͩͰɺ 
 શࣗಈͰσϓϩΠ͞ΕɺΤϯυϙΠϯτͱͯ͠࢖༻Մೳ w ৄ͍͠खॱ΍࢓༷ʹ͍ͭͯ͸χϑςΟΤϯδχΞϒϩά΁

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  44. $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE  ਪ࿦ͷఆظ࣮ߦ

  45. $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE  ਪ࿦ͷఆظ࣮ߦ w هࣄ%#͔ΒఆظతʹಡΈग़͠ɺ ϑΝΠϧͱͯ͠4ʹ഑ஔ͢Δ w 4ΠϕϯτΛτϦΨʔʹͯ͠ 
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  46. $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE ࠷ऴతͳߏ੒  w ਪ࿦ࡁΈͳͲͷ৘ใΛ࣋ͨͳ͍εςʔτϨεͳߏ੒ w 4BHF.BLFSʹΑΓϞσϧͷߋ৽ͳͲ͕༰қ w 8FC"1*αʔόͳͲͷߏங͕ෆཁ

  47. $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE ՝୊ͱࠓޙͷల๬

  48. $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE ෆਖ਼֬ͳཁ໿ΛͲ͏΍ͬͯڐ༰͢Δ͔ʁ  w ࣗવݴޠॲཧ͕Ͱ͖ΔΑ͏ʹͳͬͨͱ͸͍͑ɺ ͦͷਫ਼౓͸Ͱ͸ͳ͍ w ཁ໿͕੒ޭ͍ͯ͠Δ͔Λ൑ఆ͢Δํ๏͸ͳ͍ w ͦͷํ๏͕͋ΔͳΒͦͷํ๏Ͱཁ໿͢Ε͹͍͍

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  49. $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE ϞσϧΛߋ৽͢Δ࢓૊Έ͕ͳ͍  w ݱࡏ͸ػցֶशϞσϧ͕׬੒͍ͯ͠Δ͜ͱ͕લఏͷ ࢓૊Έʹͳ͍ͬͯΔ w ܳೳਓͳͲ৽͍͠ݻ༗໊ࢺ͕ೖͬͯ͘Δͱɺਫ਼౓͕ Լ͕͍ͬͯ͘͜ͱ͕༧૝͞ΕΔ w

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  50. $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE ࠓ೔ͷ͓͸ͳ͠  w ࣗવݴޠॲཧ͸೥ࠒͷ5SBOTGPSNFSΛܖػʹ ඈ༂తͳਐาΛ਱͖͛ͯͨ😎 w ਂ૚ֶश͸ϩέοταΠΤϯε🚀zͰ͸ͳ͍z w αʔϏε࣮૷࣌ʹ͸Ϋϥ΢υΛར༻͢Δ͜ͱͰɺ

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  51. $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE ࠓ೔ͷ͓͸ͳ͠  w ࣗવݴޠॲཧ͸೥ࠒͷ5SBOTGPSNFSΛܖػʹ ඈ༂తͳਐาΛ਱͖͛ͯͨ😎 w ਂ૚ֶश͸ϩέοταΠΤϯε🚀zͰ͸ͳ͍z w αʔϏε࣮૷࣌ʹ͸Ϋϥ΢υΛར༻͢Δ͜ͱͰɺ

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  52. $PQZSJHIU˜/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE ࠓ೔ͷ͓͸ͳ͠  w ࣗવݴޠॲཧ͸೥ࠒͷ5SBOTGPSNFSΛܖػʹ ඈ༂తͳਐาΛ਱͖͛ͯͨ😎 w ਂ૚ֶश͸ϩέοταΠΤϯε🚀zͰ͸ͳ͍z w αʔϏε࣮૷࣌ʹ͸Ϋϥ΢υΛར༻͢Δ͜ͱͰɺ

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