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
Don_t_Give_Me_the_Details_Just_the_Summary__Top...
Search
MARUYAMA
October 08, 2018
0
150
Don_t_Give_Me_the_Details_Just_the_Summary__Topic-Aware_Convolutional_Neural_Networks_for_Extreme_Summarization.pdf
MARUYAMA
October 08, 2018
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
170
20191028_literature-review.pdf
tmaru0204
0
160
Hint-Based_Training_for_Non-Autoregressive_Machine_Translation.pdf
tmaru0204
0
140
Soft_Contextual_Data_Augmentation_for_Neural_Machine_Translation_.pdf
tmaru0204
0
170
An_Embarrassingly_Simple_Approach_for_Transfer_Learning_from_Pretrained_Language_Models_.pdf
tmaru0204
0
160
Addressing_Trobulesome_Words_in_Neural_Machine_Translation.pdf
tmaru0204
0
160
Featured
See All Featured
CSS Pre-Processors: Stylus, Less & Sass
bermonpainter
359
30k
個人開発の失敗を避けるイケてる考え方 / tips for indie hackers
panda_program
116
20k
Art, The Web, and Tiny UX
lynnandtonic
303
21k
Learning to Love Humans: Emotional Interface Design
aarron
274
41k
RailsConf & Balkan Ruby 2019: The Past, Present, and Future of Rails at GitHub
eileencodes
140
34k
A Tale of Four Properties
chriscoyier
161
23k
Become a Pro
speakerdeck
PRO
29
5.6k
実際に使うSQLの書き方 徹底解説 / pgcon21j-tutorial
soudai
PRO
191
56k
The Power of CSS Pseudo Elements
geoffreycrofte
80
6k
Rebuilding a faster, lazier Slack
samanthasiow
84
9.2k
Chrome DevTools: State of the Union 2024 - Debugging React & Beyond
addyosmani
9
940
Music & Morning Musume
bryan
46
6.9k
Transcript
%POU(JWF.FUIF%FUBJMT +VTUUIF4VNNBSZ 5PQJD"XBSF$POWPMVUJPOBM/FVSBM/FUXPSLT GPS&YUSFNF4VNNBSJ[BUJPO 4IBTIJ/BSBZBO 4IBZ#$PIFO .JSFMMB-BQBUB &./-1 -JUFSBUVSFSFWJFX /BHBPLB6OJWFSTJUZPG5FDIOPMPHZ5BLVNJ.BSVZBNB
"CTUSBDU ɾl&YUSFNFTVNNBSJ[BUJPOzͱ͍͏λεΫΛఆٛ 4JOHMFEPDVNFOUTVNNBSJ[BUJPO ɾେنͳσʔληοτΛߏங ɾ0SBDMFFYUSBDUJWFTZTUFN4UBUFPGUIFBSU BCTUSBDUJWFBQQSPBDIΑΓ༏ΕͨϞσϧΛఏҊ
*OUSPEVDUJPO ɾݱࡏͷཁσʔλFYUSBDUJWFBQQSPBDIʹݞೖΕ͢Δ ɾBCTUSBDUJWFBQQSPBDIͩͱͯ͠ɺ͋·ΓநԽ͞Εͳ͍ ɾΑΓநԽ͞ΕͨཁจΛؚΉσʔληοτͰཁ lFYUSFNFTVNNBSJ[BUJPOz
*OUSPEVDUJPO
5IF94VN%BUBTFU ɾ94VNEBUBTFU##$BSUJDMF TJOHMFTFOUFODFTVNNBSZ ɾ/FXT 1PMJUJDT 4QPSUT 8FBUIFS #VTJOFTT ʜ
5IF94VN%BUBTFU ɾطଘσʔληοτͱͷҧ͍ -&"%هࣄઌ಄ͷOจ·ͨN୯ޠΛநग़ &9503"$-&HPMETVNNBSZͱͷ306(&͕࠷େͱͳΔจΛநग़ 3 3 3-306(& 306(& 306(&-
.PEFM ɾ%FDPEFS ɾ&ODPEFS :distributional representation :positional representation :topic distributions of
words :topic distributions of document
&YQFSJNFOU4FUVQ ɾ$PNQBSJTPOTZTUFNT 30/%0.هࣄ͔ΒϥϯμϜʹจநग़ -&"%Ϧʔυจ &9503"$-&HPMETVNNBSZͱͷ306(&͕࠷େͱͳΔจ 4&24&2BUUFOUJPOCBTFETFRVFODFUPTFRVFODFNPEFM 15(&/ $07( QPJOUFSHFOFSBUPSNPEFM XJUIDPWFSBHFNFDIBOJTN
$0/744WBOJMMBDPOWPMVUJPOBMTFRVFODFUPTFRVFODFNPEFM
3FTVMUT
3FTVMUT $//%BJMZ.BJM /FXTSPPNͰ4&24&2 15(&/-&"%͕ͩͬͨʜ
3FTVMUT $0/744͕3//CBTFETZTUFNTΑΓ༏Εͨ݁Ռʹ
3FTVMUT ɾਓखධՁ จ ͭͷཁจͷ͏ͪͭΛఏࣔ͠ɺͲͪΒ͕ྑ͍ཁ͔ ࠷ྑͳཁͱ͍ΘΕׂͨ߹ *OGPSNBUJWFOFTT qVFODZͷ؍Ͱબ ͭͷهࣄʹରͯ͠Λͭ༻ҙɺཁจͷΈಡΜͰղ
DPSSFDU QBSUJBM PUIFS
3FTVMUT
$PODMVTJPOT ɾl&YUSFNFTVNNBSJ[BUJPOzͱ͍͏λεΫΛఆٛ ɾେنͳσʔληοτΛߏங ɾ0SBDMFFYUSBDUJWFTZTUFN4UBUFPGUIFBSU BCTUSBDUJWFBQQSPBDIΑΓ༏ΕͨϞσϧΛఏҊ
None