: NICT ( ) ( )
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- たみえ あざみ
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1 : NICT ( ) ( ) atsushi.fujita@ict.go.jp
2 国立研究開発法人 情報通信研究機構 情報通信技術の研究開発 + 情報通信分野の事業支援 技術移転 超小型衛星 量子通信 深紫外LED 日本標準時 宇宙天気予報 2
3 NICT () ( ) 0 500
![[, 17] 2020 4000! 25 2020!](/docs-images/94/121697030/images/4-2.jpg "# of iboud visitors (millio) 20 15 10 5 2020 2000!")
4 [, 17] ! ! # of iboud visitors (millio) ! h7p:// Year NICT ASTREC
5 2020 (FYs )
6 2020 (FYs ) ICT (10 ),,,,,,,,, 我的肚子疼 NTT KDDI NTT- AT NTT etc. ể ổ ộ ớả
7 近未来の音声翻訳のイメージ 動画 (2 06) 7
8 NICT l l l ili
9 NICT l : : (60 65% ) : : l : : ( ) (MT) l MT: : e.g., MT l MT : MT
10 NICT MT VoiceTra, TexTra
11 VoiceTra 31(31*30) l : 21 l : 16 H ( ) ASEAN
12 VoiceTra (1) VoiceTra Where is the staco? à (2) e.g., à à ekiwadokodesuka Where is the staco?
13 NICT : SMT: StaCsCcal Machie TraslaCo l Could you direct me to Kyoto staco? Where is the staco? Where is the rest room? Where is the taxi stad? Where am I? l [Koeh+, 03] à Could you direct me to à Where am à Where is 1/5 = 20% 1/5 = 20% 3/5 = 60%
14 @TexTra ( ) &
15 35 [, 16] 電気機械 電気装置 電気エネルギー音響 映像技術電気通信デジタル通信基本電子素子コンピューターテクノロジービジネス方法半導体光学機器計測生物材料分析制御医療機器有機化学 農薬バイオテクノロジー製薬高分子化学 ポリマー食品化学基礎材料化学無機材料 冶金表面加工マイクロ構造 ナノテクノロジー化学工学環境技術ハンドリング機械機械加工器具エンジン ポンプ タービン繊維 製紙その他の特殊機械熱処理機構機械部品運輸家具 ゲームその他の消費財土木技術 << TexTra
16 Neural MT (NMT) l (NN)MT l JTF Joural Vol. 288 [JTF, 17]? Google 5 5 (NMT) 5
![NMT VoiceTra ( ; 2017 6 ) x Alig & traslate [Bahdaau+, 14] l e.g., Google NMT [Wu+, 16] <EOS> (0.1, 0.](/docs-images/94/121697030/images/17-1.jpg "3, -0.5) h 1f h 1b h 2f h 2b c s y <Go> where shall h DeverbalizaCo? we go for dier?")
17 NMT VoiceTra ( ; ) x Alig & traslate [Bahdaau+, 14] l e.g., Google NMT [Wu+, 16] <EOS> (0.1, 0.3, -0.5) h 1f h 1b h 2f h 2b c s y <Go> where shall h DeverbalizaCo? we go for dier? <EOS> (Google NMT 8 ) ( )
18 SMTàNMT NICTNMT [NICT, 17]
19 MT
20 NMT Sadwich with ham ad cheese, please. SMT NMT How about usig a airport pickup service by a hired car? SMT NMT
21 MT : MT [Bar-Hillel, 51] l l 4 [Hutchis+, 92] (a) (b) (c) MT (d) MT l (a)? l (b)(c)? l (d)?
22 MT : TraslaCo triage MT(Post-ediCg; PE) l [Carpuat+, 12] l vs. MT MT MT (Quality EsCmaCo; QE) [Specia+, 10] l (!=MT ) l [Specia+, 11] l [Soricut+, 10] MT
23 MT (Post-ediCg; PE) MT l MT l MT [ALPAC, 66] l : ISO18587 [ISO, 17] l l à
![[Isabelle+, 07] MT [Suzuki,](/docs-images/94/121697030/images/24-1.jpg "11][Rubio, 12] [Simard+, 13] MT")
24 (AutomaCc PE; APE) MT l <,MT,> [Alle+, 00] l [Simard+, 07a] [Isabelle+, 07] MT [Suzuki, 11][Rubio, 12] [Simard+, 13] MT MT MT
![APE [Simard+,07b] l l MT](/docs-images/94/121697030/images/25-4.jpg "[Juczys-Dowmut+, 16] l APE")
25 APE [Simard+,07b] l l MT [Juczys-Dowmut+, 16] l APE MT
![MT (Quality EsCmaCo; QE) : l e.g., [Bach+, 11] أB4 @(*A> =>?"7 <9 ز:& و 9 "-و -567 80 1234 /0.-داب ا#*()'& وا#" 6?آ?ة وا# FوE?](/docs-images/94/121697030/images/26-1.jpg "ن Source MT output We predict ad visualize you totally differet from zaid amr, ad ot to deprive yourself i a basemet of imitatio ad assimilatio.")
26 MT (Quality EsCmaCo; QE) : l e.g., [Bach+, 11] =>?"7 <9 ز:& و 9 "-و /0.-داب ا#*()'& وا#" 6?آ?ة وا# FوE?ن Source MT output We predict ad visualize you totally differet from zaid amr, ad ot to deprive yourself i a basemet of imitatio ad assimilatio. you totally differet from zaid amr, ad ot to deprive yourself i a basemet of imitatio ad assimilatio. Huma correctio you are quite differet from zaid ad amr, so do ot cram yourself i the tuel of simulatio, imitatio ad assimilatio. l [Bojar+, 15] 22 MT You should check i by twety two o'clock. You have to check i by 22:00. = Sub Del = = = Sub Is Is =
27 QE l MT [Liu+, 17] l l MT
28 MT (Quality EsCmaCo; QE) l 2 MT (HTER) [Sover+, 06] l [Bojar+, 13-17] l e.g., NICT S/A/B/C/D 5 l : l MT : cf. APE QE
29 QE/APE MT l à [ +, 17] : ,676 VoiceTra MT HTER () ( ) May I get it for oe way? MT ( ) Ca I buy just oe way? ( ) B {S, A, B, C, D} ( ) Ca I just buy a oe way Ccket? HTER
30 HTER HTER / HTER / HTER / D C B Quality of machie traslatio hypothesis 0 D C B Quality of machie traslatio hypothesis 0 D C B Quality of machie traslatio hypothesis / / / HTER D C B Quality of machie traslatio hypothesis HTER D C B Quality of machie traslatio hypothesis HTER D C B Quality of machie traslatio hypothesis
31 HTER: / HTER D C B Quality of machie traslatio hypothesis
32 HTER : D HTER=0.22 MT Please brig a lot of cash. Please do t brig a lot of cash. : D HTER=0.13 MT Do you have pai i my eck? Do you have pai i your eck? : B HTER=0.78 MT It s beaucful sceery. The sceery s beaucful, is t it?
33 NICT? l l MT l VoiceTra MT l MT (AutomaCc Post-ediCg; APE) MT MT l MT (Quality EsCmaCo; QE) MT
34 ? l à l MT à e.g., [Gree+, 14] MT? l à MT MTà APE MTà QE l e.g., VoiceTra l MT (X Y?)
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