Lock in $30 Savings on PRO—Offer Ends Soon! ⏳
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
Don_t_Give_Me_the_Details_Just_the_Summary__Top...
Search
MARUYAMA
October 08, 2018
0
150
Don_t_Give_Me_the_Details_Just_the_Summary__Topic-Aware_Convolutional_Neural_Networks_for_Extreme_Summarization.pdf
MARUYAMA
October 08, 2018
Tweet
Share
More Decks by MARUYAMA
See All by MARUYAMA
vampire.pdf
tmaru0204
0
190
Misspelling_Oblivious_Word_Embedding.pdf
tmaru0204
0
200
Simple_Unsupervised_Summarization_by_Contextual_Matching.pdf
tmaru0204
0
180
Controlling_Text_Complexity_in_Neural_Machine_Translation.pdf
tmaru0204
0
170
20191028_literature-review.pdf
tmaru0204
0
160
Hint-Based_Training_for_Non-Autoregressive_Machine_Translation.pdf
tmaru0204
0
140
Soft_Contextual_Data_Augmentation_for_Neural_Machine_Translation_.pdf
tmaru0204
0
170
An_Embarrassingly_Simple_Approach_for_Transfer_Learning_from_Pretrained_Language_Models_.pdf
tmaru0204
0
160
Addressing_Trobulesome_Words_in_Neural_Machine_Translation.pdf
tmaru0204
0
160
Featured
See All Featured
Building an army of robots
kneath
306
46k
Become a Pro
speakerdeck
PRO
30
5.7k
Embracing the Ebb and Flow
colly
88
4.9k
Building Adaptive Systems
keathley
44
2.8k
No one is an island. Learnings from fostering a developers community.
thoeni
21
3.5k
YesSQL, Process and Tooling at Scale
rocio
174
15k
Agile that works and the tools we love
rasmusluckow
331
21k
Art, The Web, and Tiny UX
lynnandtonic
303
21k
Being A Developer After 40
akosma
91
590k
Cheating the UX When There Is Nothing More to Optimize - PixelPioneers
stephaniewalter
285
14k
Fashionably flexible responsive web design (full day workshop)
malarkey
407
66k
Mobile First: as difficult as doing things right
swwweet
225
10k
Transcript
%POU(JWF.FUIF%FUBJMT +VTUUIF4VNNBSZ 5PQJD"XBSF$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