Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
Back-Translation_Sampling_by_Targeting_Difficul...
Search
MARUYAMA
February 27, 2019
0
150
Back-Translation_Sampling_by_Targeting_Difficult_Words_in_Neural_Machine_Translation.pdf
MARUYAMA
February 27, 2019
Tweet
Share
More Decks by MARUYAMA
See All by MARUYAMA
vampire.pdf
tmaru0204
0
180
Misspelling_Oblivious_Word_Embedding.pdf
tmaru0204
0
190
Simple_Unsupervised_Summarization_by_Contextual_Matching.pdf
tmaru0204
0
180
Controlling_Text_Complexity_in_Neural_Machine_Translation.pdf
tmaru0204
0
160
20191028_literature-review.pdf
tmaru0204
0
150
Hint-Based_Training_for_Non-Autoregressive_Machine_Translation.pdf
tmaru0204
0
140
Soft_Contextual_Data_Augmentation_for_Neural_Machine_Translation_.pdf
tmaru0204
0
160
An_Embarrassingly_Simple_Approach_for_Transfer_Learning_from_Pretrained_Language_Models_.pdf
tmaru0204
0
150
Addressing_Trobulesome_Words_in_Neural_Machine_Translation.pdf
tmaru0204
0
150
Featured
See All Featured
The Cost Of JavaScript in 2023
addyosmani
53
8.9k
RailsConf 2023
tenderlove
30
1.2k
Design and Strategy: How to Deal with People Who Don’t "Get" Design
morganepeng
131
19k
How To Stay Up To Date on Web Technology
chriscoyier
790
250k
Agile that works and the tools we love
rasmusluckow
330
21k
jQuery: Nuts, Bolts and Bling
dougneiner
64
7.9k
StorybookのUI Testing Handbookを読んだ
zakiyama
31
6.1k
A Modern Web Designer's Workflow
chriscoyier
696
190k
Easily Structure & Communicate Ideas using Wireframe
afnizarnur
194
16k
Done Done
chrislema
185
16k
Designing for humans not robots
tammielis
253
25k
Writing Fast Ruby
sferik
628
62k
Transcript
#BDL5SBOTMBUJPO4BNQMJOHCZ5BSHFUJOH%J⒏DVMU 8PSETJO/FVSBM.BDIJOF5SBOTMBUJPO .BS[JFI'BEBFFBOE$ISJTUPG.PO[ &./-1 QBHFTr -JUFSBUVSFSFWJFX /BHBPLB6OJWFSTJUZPG5FDIOPMPHZ5BLVNJ.BSVZBNB
֓ཁ ⾣༁ͷ࣭ͷ্ʹޮՌతͳٯ༁ͷαϯϓϦϯάख๏ͱʁ ⾣8.5OFXTUSBOTMBUJPOUBTLͰϥϯμϜαϯϓϦϯάͷ ٯ༁ʹൺɺ#-&6͕ %F&O &O%F ্ ⾣తݴޠଆͰ༧ଌ͢Δͷ͕͍͠୯ޠΛத৺ʹɺ ٖࣅσʔλΛੜ͢Δख๏ΛఏҊ
ٯ༁ʹΑΔσʔλ֦ு 4PVSDFTJEF 5BSHFUTJEF 1BSBMMFMDPSQVT 1BSBMMFMDPSQVT .POPMJOHVBM $PSQVT #BDLXBSE NPEFM 5SBJOJOH
ٯ༁ʹΑΔσʔλ֦ு 4PVSDFTJEF 5BSHFUTJEF 1BSBMMFMDPSQVT 1BSBMMFMDPSQVT .POPMJOHVBM $PSQVT #BDLXBSE NPEFM
ٯ༁ʹΑΔσʔλ֦ு 4PVSDFTJEF 5BSHFUTJEF 1BSBMMFMDPSQVT 1BSBMMFMDPSQVT .POPMJOHVBM $PSQVT #BDLXBSE NPEFM 4ZOUIFUJDEBUB
(FOFSBUJPO
ٯ༁ʹΑΔσʔλ֦ு 4ZOUIFUJDEBUB 4PVSDFTJEF 5BSHFUTJEF 1BSBMMFMDPSQVT 1BSBMMFMDPSQVT .POPMJOHVBM $PSQVT 'PSXBSE NPEFM
5SBJOJOH
ٯ༁ʹΑΔσʔλ֦ு 4ZOUIFUJDEBUB 5FTUEBUB 4PVSDFTJEF 5BSHFUTJEF 1BSBMMFMDPSQVT 1BSBMMFMDPSQVT .POPMJOHVBM $PSQVT 'PSXBSE
NPEFM
ٯ༁ʹΑΔσʔλ֦ு 4ZOUIFUJDEBUB 5FTUEBUB 4PVSDFTJEF 5BSHFUTJEF 1BSBMMFMDPSQVT 1BSBMMFMDPSQVT .POPMJOHVBM $PSQVT 3FTVMU
'PSXBSE NPEFM
͡Ίʹ ⾣Ұൠతʹɺʮٯ༁ʹΑΔσʔλ֦ுɺPWFSpUUJOH ྲྀெੑͷΛܰݮ͢ΔʯͱݴΘΕ͍ͯΔ ⾣ϙΠϯτɺʮͲͷΑ͏ͳσʔλΛ༻͍֦ͯுΛߦ͏͔ʯ
⾣ςετσʔλͱυϝΠϯ͕ྨࣅ͢ΔσʔλΛબͭͭ͠ ϞσϧΛֶशͤ͞Δ͜ͱͰੑೳΛվળ ؔ࿈ݚڀ ⾣ٯ༁ʹ͓͚ΔɺυϝΠϯʹج͍ͮͨσʔλબɺ ϥϯμϜαϯϓϦϯάͱൺͯେࠩͳ͠ WBOEFS8FFTFUBM 1IBNFUBM
⾣ٖࣅσʔλՃલޙʹ͓͚Δɺ༧ଌଛࣦͷมԽΛௐࠪ ٯ༁ͱτʔΫϯ༧ଌ "UUFOUJPOCBTFEFODPEFSEFDPEFSNPEFM ϥϯμϜαϯϓϦϯάʹΑΔٯ༁Ͱٙࣅσʔλੜ
ٯ༁ͱτʔΫϯ༧ଌ ٖࣅσʔλՃʹΑΔ ༧ଌଛࣦͷ૿ݮ తݴޠଆͷ୯ޠස ର
ٯ༁ͱτʔΫϯ༧ଌ ٖࣅσʔλՃʹΑΔ ༧ଌଛࣦͷݮগ CBTFMJOFQSFEJDUJPOMPTT ͕ߴ͍୯ޠͰൃੜ͢Δ ʮ༧ଌ͕ࠔʯͳͷΛ ٙࣅσʔλʹՃ͑ͨํ͕ ޮՌతʁ
༧ଌࠔͳτʔΫϯʹجͮ͘αϯϓϦϯά ⾣ʮ༧ଌ͕ࠔʯͳͷΛͲͷΑ͏ʹαϯϓϦϯά͢Δ͔ʁ සͷᮢ ༧ଌଛࣦͷฏۉͷᮢ ༧ଌଛࣦͷඪ४ภࠩͷᮢ 1SFEJDUJPOMPTTͷൺʹ߹ΘͤͯαϯϓϦϯά
༧ଌࠔͳτʔΫϯʹجͮ͘αϯϓϦϯά
จ຺ʹجͮ͘αϯϓϦϯά ⾣ಉ͡τʔΫϯͰʮ༧ଌͷࠔ͞ʯจ຺ʹΑͬͯҟͳΔ ⾣ྨࣅͨ͠จ຺Λͭ߹ɺͦͷτʔΫϯͷ༧ଌͷࠔ͞ ʹ͍ͭͯྨࣅ͍ͯ͠ΔͱԾఆ ⾣ʮ༧ଌͷࠔ͞ʯ ʮจ຺ͷྨࣅੑʯͰαϯϓϦϯά
จ຺ʹجͮ͘αϯϓϦϯά ⾣lจ຺zͷఆٛ /FJHICPSJOHUPLFOT 50,&/4 /FJHICPSJOHTVCXPSEVOJUT 4803%4
จ຺ʹجͮ͘αϯϓϦϯά ⾣lྨࣅzͷܭࢉํ๏ .BUDIJOHUIFMPDBMDPOUFYU ."5$) 8PSESFQSFTFOUBUJPOT &.# 7 ɾ จ຺ͷ֤τʔΫϯͷ୯ޠϕΫτϧͷฏۉ
จ຺ʹجͮ͘αϯϓϦϯά
·ͱΊ ⾣༁ͷ࣭ͷ্ʹޮՌతͳٯ༁ͷαϯϓϦϯάख๏ͱʁ ⾣తݴޠଆͰ༧ଌ͢Δͷ͕͍͠୯ޠΛத৺ʹɺ ٖࣅσʔλΛੜ͢Δख๏ΛఏҊ ⾣8.5OFXTUSBOTMBUJPOUBTLͰϥϯμϜαϯϓϦϯάͷ ٯ༁ʹൺɺ#-&6͕ %F&O &O%F ্
ࢀߟจݙ <>/HPD2VBO1IBN +BO/JFIVFT 5IBOI-F)B &VOBI$IP .BUUIJBT4QFSCFS BOE "MFYBOEFS8BJCFM5IFLBSMTSVIFJOTUJUVUFPGUFDIOPMPHZTZTUFNTGPSUIFOFXT USBOTMBUJPOUBTLJOXNU*O1SPDFFEJOHTPGUIF4FDPOE$POGFSFODFPO.BDIJOF 5SBOTMBUJPO
QBHFTr <>.BSMJFTWBOEFS8FFT "SJBOOB#JTB[[B BOE$ISJTUPG.PO[%ZOBNJDEBUB TFMFDUJPOGPSOFVSBMNBDIJOFUSBOTMBUJPO*O1SPDFFEJOHTPGUIF$POGFSFODFPO &NQJSJDBM.FUIPETJO/BUVSBM-BOHVBHF1SPDFTTJOH QBHFTr $PQFOIBHFO %FONBSL"TTPDJBUJPOGPS$PNQVUBUJPOBM-JOHVJTUJDT