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Encoder-Decoder にもとづく材料名の正規化/ingredient-normali...
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j.harashima
November 16, 2017
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Encoder-Decoder にもとづく材料名の正規化/ingredient-normalization-based-on-encoder-decoder
j.harashima
November 16, 2017
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Transcript
&ODPEFS%FDPEFSʹͱͮ͘ࡐྉ໊ͷਖ਼نԽ ΫοΫύουגࣜձࣾݚڀ։ൃ෦ ݪౡ७
ࣗݾհ
݄ ݄ ژେֶࠇڮɾՏݪݚڀࣨଐ ΫοΫύουೖࣾ ݄ ݚڀ։ൃ෦ʢ৽ઃʣଐ ത࢜ʢใֶʣऔಘ ݄ ใݕࡧɾจॻཁ ɾಉٛදݱͷ֫ಘʢ*+$/-1ʣ
ɾݕࡧ݁Ռͷཁʢ/-1*9ʣ ɾݕࡧ݁ՌͷϦϥϯΩϯάʢ*+$/-1ʣ ɾຊޠจͷѹॖʢ$0-*/(ʣ αʔϏε։ൃ෦ ྉཧใॲཧ ɾϨγϐίʔύεͷߏஙʢ-3&$ʣ ɾϨγϐͷ༁ʢ8"5ʣ ɾϨγϐը૾σʔληοτͷߏஙʢ4*(*3ʣ ɾखॱը૾ͷղੳʢ$&"ʣ ݪౡ७
ݚڀ։ൃ෦
ࣾ֎ͷ࠷৽ͷݚڀՌʹͱͮ͘αʔϏεͷاըͱ։ൃ ྉཧʹؔ͢Δ͋ΒΏΔݚڀՌʢFHػցֶशɺ*P5ɺՈిɺ৯จԽɺʜʣ ׂɾൣғ
ʢ໊ʣ ໊ʢʣ ໊ʢʣ 3FTFBSDIFS &OHJOFFS "OOPUBUPS ϝϯόʔ
αʔϏε
ίϯϖςΟγϣϯ
จ
ࡐྉ໊ͷਖ਼نԽ
None
จࣈ௨Γɺࡐྉͷ໊લ ɾࡐྉʹ໊લʴྔ ϢʔβʹΑΔࣗ༝هड़ ɾಛʹ੍ઃ͚͍ͯͳ͍ʢઃ͚ͨ͘ͳ͍ʣ όϦΤʔγϣϯ͕େ͖͍ ɾΫοΫύουશମͰඦສछྨ ࡐྉ໊
ελοϑ͔Βཁଟ ɾFHϨγϐͷΧϩϦʔܭࢉʹඞਢ ਖ਼نԽͷχʔζ ˑে༉ ˗ে༉ ͠ΐ͏Ώ ˎে༉ ˔͠ΐ͏Ώ ে༉ ˔͠ΐ͏ΏʢݮԘে༉ࣦഊ͞ΕΔํʣ
˓ে༉ɹ ɾে༉ ে༉ ˑ͠ΐ͏༉ ͓ΈͰ ͓͠ΐ͏Ώ ͓ে༉ γϣϢ ḛ༉ ΦγϣϢ Φে༉ γϣ༉ ਖ਼༉ ೱޱ͠ΐ͏Ώ ̋ে༉ ˒ে༉ ˑೱޱে༉ ˑ͠ΐ͏Ώ ʮ͠ΐ͏ΏʯͷόϦΤʔγϣϯ ˕͠ΐ͏Ώ ˔ে༉ ὑೱޱে༉ ˒͠ΐ͏Ώ ˓͠ΐ͏Ώ ˎ͠ΐ͏༉ ˕ে༉ ɹ˒ে༉ ˕ೱ͍ޱে༉ ᴹে༉ ͠ΐ͏༉ ʜ શ෦ʹΧϩϦʔΛొ͢Δͷͪΐͬͱʜɻ શ෦ʮ͠ΐ͏Ώʯ͔ͬͯΒͳ͍ͷʁ
$IBSBDUFSCBTFE&ODPEFS%FDPEFS ։ൃڥʹQYMBSHFɺϑϨʔϜϫʔΫʹ$IBJOFSΛར༻ ɾ&ODPEFSͱ%FDPEFS6OJEJSFDUJPOBM-45.ʢʣ ɾ#JEJSFDUJPOBM-45."UUFOUJPOޮՌͳ͠ʢܥྻ͕͍͔Βʁʣ ೖྗΛϨγϐதͷࡐྉ໊ɺग़ྗΛਖ਼نԽ͞Εͨࡐྉ໊ͱ͢Δ&ODPEFS%FDPEFSΛֶश ɾී௨ͷ&ODPEFS%FDPEFSͱҧͬͯɺ୯ޠϕʔεͰͳ͘จࣈϕʔε ˒ ে ༉ ΐ
͠ ͏ Ώ &08 &08 ΐ ͠ ͏ Ώ
γεςϜͷશମ૾ BMMJOGP 13 NFSHF JNBHF JOHSFEJFOUJOGP UBSHFUOBNFT QVMM EPXOMPBE VQMPBE
JOTUBMM DPQZ DPQZ JOTFSU TFMFDU JOTFSU ਖ਼ղσʔλऩू Ϟσϧ։ൃ όον࣮ߦ JOTFSU OPSNBMJ[BUJPOJOGP VOMPBE TFMFDU
࣮ݧ σʔλ ɾ܇࿅σʔλɿɹ ݸ ɾݕূσʔλɿɹ ݸ ɾςετσʔλɿ ݸ ධՁई ɾਖ਼ʢਖ਼ղͱͷશҰகʣ
݁Ռ ख๏ ਖ਼ #BTFMJOF"ʢมߋͳ͠ʣ #BTFMJOF#ʢਖ਼نදݱʣ &ODPEFS%FDPEFS #BTFMJOF"
ɾೖྗΛͦͷ··ग़ྗ #BTFMJOF# ɾਖ਼نදݱͰɺ಄ͷه߸ͱඌͷׅހදݱΛೖྗ͔Βআ &ODPEFS%FDPEFS ɾઌఔ·Ͱઆ໌͍ͯͨ͠ख๏
ಉٛදݱܥͷਖ਼نԽ ɾFHࡩΤϏˠαΫϥΤϏ ଐදݱܥͷਖ਼نԽ ɾFH˞ڇೕˠڇೕ ෳ߹తͳਖ਼نԽ ɾFHˑϩʔϦΤˠ݄ܡथ ޭྫ
ଘࡏ͑͠ͳ͍จࣈྻΛग़ྗ ɾFH͜Ί༉ˠίʔ༉ʢਖ਼ղʮถ༉ʯʣ ɾ͜ΕΒͷจࣈྻΛআ֎͢Δͱ ೖྗͱແؔͷจࣈྻΛग़ྗ ɾFHτʔϞϩίγˠͱΖΖ͜ΜͿʢਖ਼ղʮͱ͏Ζ͜͠ʯʣ ɾೖྗͱͷྨࣅͰϦϥϯΩϯά͢Δͱ ͦͷଞ ɾFHܡൽˠγφϞϯ ɾಓʹֶशσʔλΛՃʢࠓޙͷ՝ʣ ࣦഊྫ
·ͱΊ
ࡐྉ໊ͷਖ਼نԽ ࡐྉ໊ ɾόϦΤʔγϣϯ͕େ͖͍ʢΫοΫύουશମͰඦສʣ &ODPEFS%FDPEFSͰਖ਼نԽ ɾී௨ͷ͍ํͱҧͬͯɺจࣈϕʔε ࣮ݧ݁Ռ ɾϕʔεϥΠϯΑΓ໌Β͔ʹߴ͍ਫ਼ʢʣ ࠓޙͷ՝ ɾਖ਼ղσʔλͷ֦ॆ
8F`SFIJSJOH ϦαʔνΤϯδχΞ ɾػցֶशϞσϧͷߏஙʢFH$//ʹΑΔը૾ೝࣝϞσϧͷߏஙʣ ɾݚڀ։ൃج൫ͷߏஙʢFHϞσϧͷσϓϩΠϑϩʔͷઃܭʣ ɾ֤छσόΠεʹ͓͚ΔϓϩτλΠϐϯάʢFHεϚʔτεϐʔΧʔͷݕূʣ ݚڀһ ɾใͷݚڀʢFHϨγϐͷղੳݕࡧʹؔ͢Δจࣥචʣ ɾ࠷৽ٕज़ͷௐࠪʢFHؔ࿈ֶձͰͷใऩूʣ ɾݚڀՌͷൃ৴ʢFHؔ࿈ֶձͰͷจൃදʣ Έͳ͞·ͷΤϯτϦʔΛ͓͍ͪͯ͠·͢
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