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
文献紹介: A Persona-Based Neural Conversation Model
Search
Yumeto Inaoka
February 28, 2018
Science
0
270
文献紹介: A Persona-Based Neural Conversation Model
2018/02/28の文献紹介で発表
Yumeto Inaoka
February 28, 2018
Tweet
Share
More Decks by Yumeto Inaoka
See All by Yumeto Inaoka
文献紹介: Quantity doesn’t buy quality syntax with neural language models
yumeto
1
130
文献紹介: Open Domain Web Keyphrase Extraction Beyond Language Modeling
yumeto
0
170
文献紹介: Self-Supervised_Neural_Machine_Translation
yumeto
0
120
文献紹介: Comparing and Developing Tools to Measure the Readability of Domain-Specific Texts
yumeto
0
120
文献紹介: PAWS: Paraphrase Adversaries from Word Scrambling
yumeto
0
93
文献紹介: Beyond BLEU: Training Neural Machine Translation with Semantic Similarity
yumeto
0
210
文献紹介: EditNTS: An Neural Programmer-Interpreter Model for Sentence Simplification through Explicit Editing
yumeto
0
270
文献紹介: Decomposable Neural Paraphrase Generation
yumeto
0
180
文献紹介: Analyzing the Limitations of Cross-lingual Word Embedding Mappings
yumeto
0
180
Other Decks in Science
See All in Science
【人工衛星開発】能見研究室紹介動画
02hattori11sat03
0
150
ウェーブレットおきもち講座
aikiriao
1
790
Machine Learning for Materials (Lecture 9)
aronwalsh
0
210
機械学習による確率推定とカリブレーション/probabilistic-calibration-on-classification-model
ktgrstsh
2
240
The thin line between reconstruction, classification, and hallucination in brain decoding
ykamit
1
950
化学におけるAI・シミュレーション活用のトレンドと 汎用原子レベルシミュレーター: Matlantisを使った素材開発
matlantis
0
260
WeMeet Group - 採用資料
wemeet
0
3.2k
ベイズのはなし
techmathproject
0
290
All-in-One Bioinformatics Platform Realized with Snowflake ~ From In Silico Drug Discovery, Disease Variant Analysis, to Single-Cell RNA-seq
ktatsuya
0
230
(2024) Livres, Femmes et Math
mansuy
0
110
非同期コミュニケーションの構造 -チャットツールを用いた組織における情報の流れの設計について-
koisono
0
140
Celebrate UTIG: Staff and Student Awards 2024
utig
0
460
Featured
See All Featured
No one is an island. Learnings from fostering a developers community.
thoeni
19
3k
Building an army of robots
kneath
302
43k
Faster Mobile Websites
deanohume
305
30k
Testing 201, or: Great Expectations
jmmastey
38
7.1k
Building a Modern Day E-commerce SEO Strategy
aleyda
38
6.9k
Building Flexible Design Systems
yeseniaperezcruz
327
38k
Documentation Writing (for coders)
carmenintech
65
4.4k
Evolution of real-time – Irina Nazarova, EuRuKo, 2024
irinanazarova
4
370
GraphQLとの向き合い方2022年版
quramy
43
13k
I Don’t Have Time: Getting Over the Fear to Launch Your Podcast
jcasabona
28
2k
How STYLIGHT went responsive
nonsquared
95
5.2k
The Art of Programming - Codeland 2020
erikaheidi
52
13k
Transcript
A Persona-Based Neural Conversation Model Jiwei Li, Michel Galley, Chris
Brockett, Georgios Spithourakis, Jianfeng Gao, and Bill Dolan. Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics, pages 994 - 1003, 2016. จݙհ` Ԭٕज़ՊֶେֶɹࣗવݴޠॲཧݚڀࣨɹҴԬເਓ
"CTUSBDU wऀҰ؏ੑͷΛѻ͏ฦੜϞσϧ wܦྺελΠϧͷΑ͏ͳݸੑΛೖྗʹՃ wQFSQMFYJUZ #-&6ͷ྆ํͰੑೳ্͕ wਓखධՁͰҰ؏ੑʹ͓͍ͯੑೳ্͕ 2
*OUSPEVDUJPO wେྔͷਓؒରਓؒͷରʹΑΔࣗવͳରγεςϜͷ ߏங͕ΛूΊ͍ͯΔ w܇࿅σʔλͷදతͳฦΛฦ͕͋͢Δ ˠͦͷΑ͏ͳฦͷ͕ߴ͘ͳΓ͍ͨ͢Ί wໃ६ͨ͠ฦΛฦ͢͜ͱ͕͋Δ wຊจͰҰ؏ੑͱݸੑͷʹ͍ͭͯऔΓΉ 3
*OUSPEVDUJPO wେྔͷਓؒରਓؒͷରʹΑΔࣗવͳରγεςϜͷ ߏங͕ΛूΊ͍ͯΔ w܇࿅σʔλͷදతͳฦΛฦ͕͋͢Δ ˠͦͷΑ͏ͳฦͷ͕ߴ͘ͳΓ͍ͨ͢Ί wໃ६ͨ͠ฦΛฦ͢͜ͱ͕͋Δ wຊจͰҰ؏ੑͱݸੑͷʹ͍ͭͯऔΓΉ 4
*OUSPEVDUJPO wେྔͷਓؒରਓؒͷରʹΑΔࣗવͳରγεςϜͷ ߏங͕ΛूΊ͍ͯΔ w܇࿅σʔλͷදతͳฦΛฦ͕͋͢Δ ˠͦͷΑ͏ͳฦͷ͕ߴ͘ͳΓ͍ͨ͢Ί wໃ६ͨ͠ฦΛฦ͢͜ͱ͕͋Δ wຊจͰҰ؏ੑͱݸੑͷʹ͍ͭͯऔΓΉ 5
ؔ࿈ݚڀ w3JUUFSΒ ౷ܭతػց༁ͷͱͯ͠औΓΜͩ w4FSCBOΒ ରཤྺͷґଘؔΛิ͢Δ͜ͱΛ తͱͨ͠֊తFODPEFSEFDPEFSϞσϧΛఏҊ w-JΒ
యܕతԠͷׂ߹ΛݮΒͨ͢Ίʹ ࠷େ .-& Ͱͳ͘૬ޓใྔ ..* Λతؔͱ͢Δ TFRTFRγεςϜΛఏҊ 6
ఏҊϞσϧ 7
ఏҊϞσϧ wதؒϢχοτʹ-45.Λ༻͍ͨ3// w࠷ޙͷग़ྗΛ%FDPEFSʹ͢ 8 &ODPEFS
ఏҊϞσϧ wதؒϢχοτʹ-45.Λ༻͍ͨ3// w&ODPEFSͷग़ྗΛ%FDPEFSʹೖྗ w4QFBLFS&NCFEEJOHΛ֤ӅΕͰՃࢉ 9 %FDPEFS
ఏҊϞσϧ w4QFBLFS.PEFM ฦऀͷݸੑͷΈΛߟྀ 4QFBLFS&NCFEEJOHΛೖྗ w4QFBLFS"EESFTTFF.PEFM ฦऀͱฉ͖खͷ྆ํΛߟྀ ԼࣜͰ4QFBLFS&NCFEEJOHΛ߹ 10
%FDPEJOHBOE3FSBOLJOH ɹ.ೖྗจɹ3ฦจɹc3cฦจ ɹW4QFBLFS*%ɹЕ Ѝௐύϥϝʔλ w#FBN4FBSDI࣌ʹ্ࣜͷධՁؔͰ3FSBOLJOHΛߦ͏ wయܕతͰͳ͍͘จ͕༏ઌ͞ΕΔ wɹɹɹɹɹ3͔Β.Λग़ྗ͢ΔTFRTFRΛֶशͯ͠ܭࢉ 11
σʔληοτ w5XJUUFS1FSTPOB%BUBTFU ݄͔Βϲ݄ͷ5XJUUFS'JSF)PTFΛ༻ ظؒʹճҎ্λʔϯͷձΛͨ͠Ϣʔβʹݶఆ ϢʔβʹΑΔ ͷձؚ͕·ΕΔ ಉϢʔβʹΑΔ݄͔Βϲ݄ͷձΛ ͣͭ։ൃ
ݕূ ςετηοτͱͯ͠ઃఆ ฦऀͷ4QFBLFS*%ͷΈ͕ೖ͍ͬͯΔͨΊ4QFBLFS.PEFM ͷΈʹར༻ 12
σʔληοτ w5XJUUFS4PSEPOJ%BUBTFU 4PSEPOJ ैདྷͷ405"ͱͷൺֱͷͨΊʹ༻ ςετηοτͷΈ༻ ͷձσʔλ ͭͷೖྗจʹରͯ͠࠷େݸͷฦ
ˠ5XJUUFS1FSTPOB%BUBTFUͱͷ#-&6ͷൺֱͰ͖ͳ͍ 13
σʔληοτ w5FMFWJTJPO4FSJFT5SBOTDSJQUT%BUB 57γϦʔζl'SJFOETz l5IF#JH#BOH5IFPSZzͷࣈນ ਓͷओཁਓʹΑΔ ͷձ ͏ͪ։ൃ ςετηοτͱͯͦ͠ΕͧΕ ༻ w0QFO4VCUJUMFT
ϊΠζΛؚΉ.ʙ.ͷࣈນσʔληοτ 5FMFWJTJPO4FSJFT5SBOTDSJQUT%BUBͷن͕খ͍ͨ͞Ί ຊσʔληοτͰυϝΠϯదԠΛߦ͏ 14
ֶशͷৄࡉ wMBZFS-45. w IJEEFODFMMTGPSFBDIMBZFS w#BUDITJ[F w-FBSOJOHSBUF w<>ͷҰ༷ͰύϥϝʔλΛॳظԽ w5ISFTIPMEGPSHSBEJFOUDMJQQJOH w7PDBCVMBSZTJ[F
w%SPQPVUSBUF w#FBNTJ[F 15
݁Ռ w5XJUUFS4PSEPOJEBUBTFUʹ͓͚ΔධՁ w.5CBTFMJOF4.5ʹΑΔख๏ wPVSTZTUFN5XJUUFS1FSTPOB%BUBTFUͰֶशͨ͠ͷ wֶशίʔύεͷن %SPQPVUͷ༻ ରϢʔβͷબผ͕ վળͷཧ༝ͱߟ͑ΒΕΔ 16
݁Ռ w5XJUUFS1FSTPOBEBUBTFUʹ͓͚ΔධՁ w.-&ͷ߹ ..*ͷ߹ ͷվળ wఏҊख๏..*ΑΓ.-&ʹΑΓ༗ӹ 17
݁Ռ w57TFSJFTσʔληοτʹ͓͚ΔධՁ w4QFBLFS.PEFM 4QFBLFS"EESFTTFF.PEFMͷ͍ͣΕ #-&6είΞΛ্ͤ͞Δ wఏҊ͢ΔͭͷϞσϧͷؒʹେ͖ͳҧ͍ͳ͍ ˠਓͷύλʔϯ͕ัଊͰ͖ΔఔσʔλαΠζ͕େ͖͘ͳ͍ 18
݁Ռ w5XJUUFS1FSTPOB%BUBTFUͷ։ൃσʔλͱ 57TFSJFTEBUBTFUͰͦΕͧΕQFSQMFYJUZΛൺֱ w5XJUUFSͷํ͕ߴ͘ͳΔͷϊΠζͷͨΊͱߟ͑ΒΕΔ 19
݁Ռ wϥϯμϜʹਓͷ4QFBLFS&NCFEEJOHΛ 4QFBLFS.PEFMʹೖྗ 20
݁Ռ w4QFBLFS"EESFTTFF.PEFM ͷධՁ wฦऀʹහײͰ͋Δ͜ͱ͕ ୯ޠ͔Β͔Δ wlIJNz͔ΒੑผΛਖ਼͘͠ ೝ͍ࣝͯ͠Δ͜ͱ͕͔Δ 21
ਓखධՁ wΫϥυιʔγϯάΛͬͯग़ྗΛධՁ w4QFBLFS*%ຖʹग़ྗ͕Ұ؏͍ͯ͠Δ͔Λ࣮ݧ wϕʔεϥΠϯͱ1FSTPOB.PEFMͷग़ྗΛൺֱͯ͠ ʮҰ؏͍ͯ͠Δʯ ʮҰ؏͍ͯ͠Δʯ ಉఔͰ͋Δ߹ͷείΞΛ͚Δ
wਓͷධՁऀͷείΞΛฏۉ͠ɺͷ࠶ׂΛߦ͏ 22
ਓखධՁ݁Ռ wಉఔͷ߹Λແࢹ͢Δͱɺͷࣄྫʹ͓͍ͯ 1FSTPOB.PEFM͕ʮҰ؏͍ͯ͠ΔʯʮҰ؏͍ͯ͠Δʯ ͱఆ͞Εͨ wʮҰ؏͍ͯ͠ΔʯΛແࢹ͢Δͱɺ1FSTPOB.PEFM͕ ࣄྫͷͰ༏ҐͱͳΓɺϕʔεϥΠϯʹཹ·Δ 23
࣮ࡍͷग़ྗࣄྫ 24
࣮ࡍͷग़ྗࣄྫ 25
݁ w1FSTPOBCBTFEͷԠੜϞσϧΛఏࣔ w#-&6 QFSQMFYJUZ Ұ؏ੑͷਓखධՁʹ͓͍ͯ ܶతͰͳ͍ͷͷϕʔεϥΠϯΛ্ճΔ݁Ռ wฦऀฉ͖खͷਓΛೖྗ͢Δ͜ͱʹϝϦοτ͕͋Δ͜ͱ ͕4QFBLFS"EESFTTFFϞσϧͷ݁ՌͰࣔ͞Εͨ 26