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
140
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
150
Misspelling_Oblivious_Word_Embedding.pdf
tmaru0204
0
170
Simple_Unsupervised_Summarization_by_Contextual_Matching.pdf
tmaru0204
0
160
Controlling_Text_Complexity_in_Neural_Machine_Translation.pdf
tmaru0204
0
140
20191028_literature-review.pdf
tmaru0204
0
140
Hint-Based_Training_for_Non-Autoregressive_Machine_Translation.pdf
tmaru0204
0
120
Soft_Contextual_Data_Augmentation_for_Neural_Machine_Translation_.pdf
tmaru0204
0
150
An_Embarrassingly_Simple_Approach_for_Transfer_Learning_from_Pretrained_Language_Models_.pdf
tmaru0204
0
130
Addressing_Trobulesome_Words_in_Neural_Machine_Translation.pdf
tmaru0204
0
130
Featured
See All Featured
The Straight Up "How To Draw Better" Workshop
denniskardys
232
140k
Java REST API Framework Comparison - PWX 2021
mraible
29
8.4k
YesSQL, Process and Tooling at Scale
rocio
172
14k
Keith and Marios Guide to Fast Websites
keithpitt
411
22k
Become a Pro
speakerdeck
PRO
26
5.2k
Stop Working from a Prison Cell
hatefulcrawdad
268
20k
Visualization
eitanlees
146
15k
How To Stay Up To Date on Web Technology
chriscoyier
790
250k
Templates, Plugins, & Blocks: Oh My! Creating the theme that thinks of everything
marktimemedia
30
2.3k
Speed Design
sergeychernyshev
28
820
Art, The Web, and Tiny UX
lynnandtonic
298
20k
Building Your Own Lightsaber
phodgson
104
6.2k
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