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

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$PQZSJHIU/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE ਂ૚ࣗવݴޠॲཧʹΑΔ   χϡʔεهࣄཁ໿ͷख๏ͱ࣮૷ ձһγεςϜάϧʔϓୈೋ։ൃνʔϜ தଜҏਧ

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

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

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

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

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

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

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$PQZSJHIU/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE ٕज़ͷྗͰղܾ͢Δ w ཁ໿ͷ࡞ۀ͸ෳࡶͳ࡞ۀͰ͋Γɺεέʔϧͤ͞ʹ͍͘ w ۚમతʹ΋ਫ਼ਆతʹ΋ίετ͕ߴ͍ w ࡞ۀऀʹΑͬͯ඼࣭ʹ͕ࠩग़Δ৔߹͕͋Δ w ಛʹΤϯλϝܥهࣄͳͲ͸ཁ໿ͷਖ਼ղ͕Θ͔Γʹ͍͘ ػցతʹཁ໿Λߦ͏ٕज़Λ࣮૷͢Δ

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$PQZSJHIU/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE ਂ૚ࣗવݴޠॲཧͷجૅ஌ࣝ

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$PQZSJHIU/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE ۙ೥ͷ/-1ٕज़ #&35 %FWMJO +BDPC FUBM#FSU1SFUSBJOJOHPGEFFQCJEJSFDUJPOBMUSBOTGPSNFSTGPSMBOHVBHFVOEFSTUBOEJOHBS9JWQSFQSJOUBS9JW w (PPHMFݕࡧʹ΋ಋೖ͞ΕͨࣗવݴޠॲཧϞσϧ w ࣗવݴޠॲཧʹ͓͍ͯࣄલֶशΛՄೳʹͨ͠ϒϨΠΫεϧʔٕज़

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$PQZSJHIU/*'5:$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

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$PQZSJHIU/*'5:$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·͢

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$PQZSJHIU/*'5:$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੒ޭ

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$PQZSJHIU/*'5:$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

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$PQZSJHIU/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE )VHHJOH'BDF )VHHJOH'BDFIUUQTIVHHJOHGBDFDP w ࣗવݴޠॲཧʹಛԽͨ͠ਂ૚ֶशϑϨʔϜϫʔΫ w /-1෼໺ʹ͓͚ΔΤίγεςϜͰ͋Γɺۙ೥/-1ؔ࿈ͷ   ΞϓϦέʔγϣϯ͕ߴ଎ͰϦϦʔε͞ΕΔཧ༝ͷͭ

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$PQZSJHIU/*'5:$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

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$PQZSJHIU/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE ਂ૚ࣗવݴޠॲཧʹΑΔ هࣄཁ໿ͷੜ੒

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

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

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$PQZSJHIU/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE ϓϩϯϓτֶश w ݱࡏͷࣗવݴޠॲཧϞσϧ͸༷ʑͳλεΫ͕ղ͚ΔͷͰɺ   λεΫΛࢦఆͯ͋͛͠Δ w ࣗવݴޠΛೖྗ͢ΔϞσϧͰ͸ϓϩϯϓτ͕༻͍ΒΕΔ w ࠓճ͸͜ΜͳϖΞΛֶशͤ͞Δ w lUJUMFຊจzˠlλΠτϧz w lUPQJDTຊจzˠl୹จλΠτϧz w lLFZXPSEຊจzˠlΩʔϫʔυz

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$PQZSJHIU/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE

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$PQZSJHIU/*'5:$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

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$PQZSJHIU/*'5:$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

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$PQZSJHIU/*'5:$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࿦

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$PQZSJHIU/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE ϋΠύʔύϥϝʔλ wϞσϧɿ(PPHMF5 ࣄલֶशࡁΈ wNFHBHPOMBCTUCBTFKBQBOFTFXFC wֶशهࣄ਺ɿهࣄ wଛࣦؔ਺ɿΫϩεΤϯτϩϐʔ w࠷దԽख๏ɿ"EBN8 MSF FQTJMPOF wΤϙοΫ਺ɿ ΠςϨʔγϣϯ w749.جʹΑͬͯ'JOF5VOJOH

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$PQZSJHIU/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE

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$PQZSJHIU/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE

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

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$PQZSJHIU/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE

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$PQZSJHIU/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE

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$PQZSJHIU/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE

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$PQZSJHIU/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE

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$PQZSJHIU/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE

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$PQZSJHIU/*'5:$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·͏

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$PQZSJHIU/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE !OJGUZχϡʔεʹ͓͚Δ ࣮૷ํ๏

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$PQZSJHIU/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE ͲͷΑ͏ʹͯ͠αʔϏεʹ࣮૷͢Δ͔ w ࠷ॳ͸ݕূஈ֊ͷͨΊɺ୯७ͳߏ੒Ͱ࢝Ί͍ͨ w ඞཁͳͱ͖ʹඞཁͳϦιʔε͚ͩ࢖͍͍ͨ w εέʔϦϯά͍ͤͨ࣌͞ʹ΋εέʔϦϯάͰ͖ΔΑ͏ʹ ͓͖͍ͯͨ͠ w ඞཁ࠷௿ݶͷ޻਺Ͱ཈͍͑ͨ w .-ΤϯδχΞ͕ଟ͘ͳ͍ͨΊɺϞσϧվྑͳͲͷ෦෼ʹ ྗΛೖΕ͍ͨ

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$PQZSJHIU/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE "84ʹ͓͚Δબ୒ࢶ "84-BNCEB "84&MBTUJD #FBOTUBML "NB[PO 4BHF.BLFS ϒϩάهࣄ ϒϩάهࣄ ࣮૷ྫ

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$PQZSJHIU/*'5:$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

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$PQZSJHIU/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE

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

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

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

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

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$PQZSJHIU/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE ਪ࿦ͷఆظ࣮ߦ w هࣄ%#͔ΒఆظతʹಡΈग़͠ɺ ϑΝΠϧͱͯ͠4ʹ഑ஔ͢Δ w 4ΠϕϯτΛτϦΨʔʹͯ͠   ਪ࿦༻ͷ-BNCEB͕ىಈ͢Δ w 4BHF.BLFSͷඇಉظਪ࿦ʹΑΓ ਪ࿦݁Ռ͕4ʹ഑ஔ͞ΕΔ w ࠷ऴతͳ഑৴͸4$MPVE'SPOU Ͱߦ͏

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$PQZSJHIU/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE ࠷ऴతͳߏ੒ w ਪ࿦ࡁΈͳͲͷ৘ใΛ࣋ͨͳ͍εςʔτϨεͳߏ੒ w 4BHF.BLFSʹΑΓϞσϧͷߋ৽ͳͲ͕༰қ w 8FC"1*αʔόͳͲͷߏங͕ෆཁ

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

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$PQZSJHIU/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE ෆਖ਼֬ͳཁ໿ΛͲ͏΍ͬͯڐ༰͢Δ͔ʁ w ࣗવݴޠॲཧ͕Ͱ͖ΔΑ͏ʹͳͬͨͱ͸͍͑ɺ ͦͷਫ਼౓͸Ͱ͸ͳ͍ w ཁ໿͕੒ޭ͍ͯ͠Δ͔Λ൑ఆ͢Δํ๏͸ͳ͍ w ͦͷํ๏͕͋ΔͳΒͦͷํ๏Ͱཁ໿͢Ε͹͍͍ w ਓؒͳΒਖ਼͘͠ཁ໿Ͱ͖Δͱݴ͑Δͷ͔🤔 w ਓؒͷ࡞ۀΛ૊ΈࠐΜͰ͠·͏ʮ)VNBOJO UIFMPPQʯͷ࢓૊Έ͕͓ͦΒ͘ඞཁ

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$PQZSJHIU/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE ϞσϧΛߋ৽͢Δ࢓૊Έ͕ͳ͍ w ݱࡏ͸ػցֶशϞσϧ͕׬੒͍ͯ͠Δ͜ͱ͕લఏͷ ࢓૊Έʹͳ͍ͬͯΔ w ܳೳਓͳͲ৽͍͠ݻ༗໊ࢺ͕ೖͬͯ͘Δͱɺਫ਼౓͕ Լ͕͍ͬͯ͘͜ͱ͕༧૝͞ΕΔ w ݻ༗໊ࢺʹؔ͢Δࣙॻͷ࢓૊ΈΛ໌ࣔతʹ͍࣋ͬͯΔ   Θ͚Ͱ͸ͳ͍͕ɺ҉໧తʹֶश͍ͯ͠ΔͱࢥΘΕΔ w 4BHF.BLFSΛ׆༻ͯࣗ͠ಈతʹֶशαΠΫϧΛճ͢ ࢓૊ΈͷߏஙΛߦ͍͖͍ͬͯͨ

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$PQZSJHIU/*'5:$PSQPSBUJPO"MM3JHIUT3FTFSWFE ࠓ೔ͷ͓͸ͳ͠ w ࣗવݴޠॲཧ͸೥ࠒͷ5SBOTGPSNFSΛܖػʹ ඈ༂తͳਐาΛ਱͖͛ͯͨ😎 w ਂ૚ֶश͸ϩέοταΠΤϯε🚀zͰ͸ͳ͍z w αʔϏε࣮૷࣌ʹ͸Ϋϥ΢υΛར༻͢Δ͜ͱͰɺ গ޻਺͔ͭεέʔϥϒϧʹߏ੒Մೳ w ػցֶशͷਫ਼౓ΛͲ͜·Ͱڐ༰͢ΔʁͳͲͷ໰୊ ͕ى͖Δ w ػցֶश্͕ख͘΍ͬͯ͘Εͨͱͯ͠΋໰୊ղܾྗ͸ඞཁ💪