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
Knowledge Distillation for BERT
Search
Scatter Lab Inc.
April 17, 2020
Research
2.3k
0
Share
Embed
Copy iframe code
Copy JS code
Copy link
Start on current slide
Knowledge Distillation for BERT
Scatter Lab Inc.
April 17, 2020
More Decks by Scatter Lab Inc.
See All by Scatter Lab Inc.
zeta introduction
scatterlab
0
2k
SimCLR: A Simple Framework for Contrastive Learning of Visual Representations
scatterlab
0
4.5k
Adversarial Filters of Dataset Biases
scatterlab
0
2.3k
Sparse, Dense, and Attentional Representations for Text Retrieval
scatterlab
0
2.4k
Weight Poisoning Attacks on Pre-trained Models
scatterlab
0
2.2k
Approximate Nearest Neighbor Negative Contrastive Learning for Dense Text Retrieval
scatterlab
0
2.6k
Beyond Accuracy: Behavioral Testing of NLP Models with CheckList
scatterlab
0
2.4k
Open-Retrieval Conversational Question Answering
scatterlab
0
2.3k
What Can Neural Networks Reason About?
scatterlab
0
2.3k
Other Decks in Research
See All in Research
SoftMatcha 2: 1兆語規模コーパスの超高速かつ柔らかい検索
e869120_sub
7
3.7k
LA-Bench 2025:実験指示から実行可能手順を生成するためのデータセット/LA-Bench 2025: A Dataset for Generating Executable Experimental Procedures from Experimental Instructions
stktu
0
130
IA for theory
gpeyre
1
360
Claude Code × autoresearch 実践
mathbullet
0
230
NLP colloquium: AI Safety Survey
kanekomasahiro
1
990
AIで最適化を解けるか?
mickey_kubo
0
150
さくらインターネット研究所テックトーク2026春、研究開発Gr.25年度成果26年度方針
kikuzo
0
180
Pretrain Where? Investigating How Pretraining Data Diversity Impacts Geospatial Foundation Model Performance
satai
3
100
Spatial Active Noise Control Based onSound Field Interpolation Incorporating Physical Constraints
skoyamalab
0
160
Unified Audio Source Separation (Defense Slides)
kohei_1979
1
650
AY 2026 Guide to Academic Writing Using Generative AI - Workshop
ks91
PRO
0
150
GLIM とMegaParticles:正規分布近似の限界とタイトカップリング&パーティクルフィルタの進展 / GLIM and MegaParticles : Progress of the distribution representation in SLAM
koide3
0
720
Featured
See All Featured
sira's awesome portfolio website redesign presentation
elsirapls
0
340
The MySQL Ecosystem @ GitHub 2015
samlambert
251
13k
Building a A Zero-Code AI SEO Workflow
portentint
PRO
0
680
Exploring anti-patterns in Rails
aemeredith
3
470
RailsConf 2023
tenderlove
30
1.5k
Are puppies a ranking factor?
jonoalderson
2
3.8k
ReactJS: Keep Simple. Everything can be a component!
pedronauck
666
130k
SEO for Brand Visibility & Recognition
aleyda
0
4.7k
Building an army of robots
kneath
306
46k
The World Runs on Bad Software
bkeepers
PRO
72
12k
How To Stay Up To Date on Web Technology
chriscoyier
790
250k
世界の人気アプリ100個を分析して見えたペイウォール設計の心得
akihiro_kokubo
PRO
73
41k
Transcript
,OPXMFEHF%JTUJMMBUJPOGPS#&35 .BDIJOF-FBSOJOH4PGUXBSF&OHJOFFS
ݾର ݾର 1BUJFOU,OPXMFEHF%JTUJMMBUJPOGPS#&35.PEFM$PNQSFTTJPO %JTUJM#&35 BEJTUJMMFEWFSTJPOPG#&35TNBMMFS GBTUFS DIFBQFSBOEMJHIUFS
'BTU#&35B4FMGEJTUJMMJOH#&35XJUI"EBQUJWF*OGFSFODF5JNF %ZOB#&35%ZOBNJD#&35XJUI"EBQUJWF8JEUIBOE%FQUI
1BUJFOU,OPXMFEHF%JTUJMMBUJPO GPS#&35.PEFM$PNQSFTTJPO 1BUJFOU,OPXMFEHF%JTUJMMBUJPOGPS#&35.PEFM$PNQSFTTJPO
• &./-1"DDFQUFE • .JDSPTPGU%ZOBNJDT"*3FTFBSDI • ୭ୡ#&35୷दب • ӝઓ,OPXMFEHF%JTUJMMBUJPOҗܰѱ1BUJFOUܳਊೣ • 4PGU5BSHFU݅ਊೞঋҊܲۨযীࢲبणೞب۾ೣ
1BUJFOU,OPXMFEHF%JTUJMMBUJPOGPS#&35.PEFM$PNQSFTTJPO 1,%GPS#FSU.PEFM$PNQSFTTJPO
1BUJFOU,OPXMFEHF%JTUJMMBUJPOGPS#&35.PEFM$PNQSFTTJPO णۚ • ࣁоMPTTܳઙೣ • )BSEUBSHFUীೠ$SPTT&OUSPQZ-PTT • 4PGU5BSHFU 5FBDIFSNPEFMPVUQVU ীೠ$SPTT
&OUSPQZ-PTT • рۨযٜ<$-4>షSFQSFTFOBUJPOٜীೠ OPSNBMJ[FE.FBO4RVBSFE-PTT
ण٣పੌ 1BUJFOU,OPXMFEHF%JTUJMMBUJPOGPS#&35.PEFM$PNQSFTTJPO • 4UVEFOU7BSJBUJPO#&35@ #&35@ • #&35@ CBTF ীࢲLѐۨয۽4UVEFOUܳୡӝച •
1,%4LJQFWFSZLMBZFSীࢲण • 1,%-BTUMBTULMBZFSীࢲण
Ѿҗ 1BUJFOU,OPXMFEHF%JTUJMMBUJPOGPS#&35.PEFM$PNQSFTTJPO ؘఠ݆ਸٸੜؽ
Ѿҗ 1BUJFOU,OPXMFEHF%JTUJMMBUJPOGPS#&35.PEFM$PNQSFTTJPO
Ѿҗ 1BUJFOU,OPXMFEHF%JTUJMMBUJPOGPS#&35.PEFM$PNQSFTTJPO
%JTUJM#&35 BEJTUJMMFEWFSTJPOPG#&35 TNBMMFS GBTUFS DIFBQFSBOEMJHIUFS %JTUJM#&35 BEJTUJMMFEWFSTJPOPG#&35TNBMMFS GBTUFS DIFBQFSBOEMJHIUFS
• /FVS*14"DDFQUFE • )VHHJOHGBDF • 4UVEFOUݽ؛ীࢲUPLFOUZQFFNCFEEJOHT QPPMFSMBZFSઁ %JTUJM#&35 BEJTUJMMFEWFSTJPOPG#&35TNBMMFS GBTUFS
DIFBQFSBOEMJHIUFS %JTUJM#&35
%JTUJM#&35 BEJTUJMMFEWFSTJPOPG#&35TNBMMFS GBTUFS DIFBQFSBOEMJHIUFS णۚ • -PTT • 4UVEFOU5FBDIFS$SPTT&OUSPQZ •
.BTLFE-.-PTT • $PTJOF&NCFEEJOH-PTT • 4UVEFOU-BZFSܳпفѐۨযೞաঀஂೣ
Ѿҗ %JTUJM#&35 BEJTUJMMFEWFSTJPOPG#&35TNBMMFS GBTUFS DIFBQFSBOEMJHIUFS
Ѿҗ %JTUJM#&35 BEJTUJMMFEWFSTJPOPG#&35TNBMMFS GBTUFS DIFBQFSBOEMJHIUFS
'BTU#&35 "4FMGEJTUJMMJOH#&35XJUI"EBQUJWF*OGFSFODF5JNF 'BTU#&35B4FMGEJTUJMMJOH#&35XJUI"EBQUJWF*OGFSFODF5JNF
• 5FODFOU3IJOP#JSE&MJUF5SBJOJOH1SPHSBNীࢲಎ٬߉ইࢿػ֤ޙ • 4QFFE"DDVSBDZܳઑоמೠ#&35.PEFMઁউ • "EBQUJWF*OGFSFODFооמೠ#&35 4FMG%JTUJMMJOHNFDIBOJTN 'BTU#&35B4FMGEJTUJMMJOH#&35XJUI"EBQUJWF*OGFSFODF5JNF 'BTU#&35
'BTU#&35B4FMGEJTUJMMJOH#&35XJUI"EBQUJWF*OGFSFODF5JNF णۚ
'BTU#&35B4FMGEJTUJMMJOH#&35XJUI"EBQUJWF*OGFSFODF5JNF णۚ • णࣽࢲ • 1SFUSBJOJOH'JOF5VOJOH4FMGEJTUJMMBUJPO • 4FMG%JTUJMMBUJPOزউ୭࢚ਤ#SBODI৬ೞਤ#SBODI$SPTT&OUSPQZ҅ • 6ODFSUBJOUZѐ֛بੑ
• п-BZFS#SBODI߹۽6ODFSUBJOUZ҅ • оࢸ6ODFSUBJOUZоծਸࣻ۾"DDVSBDZо֫
Ѿҗ 'BTU#&35B4FMGEJTUJMMJOH#&35XJUI"EBQUJWF*OGFSFODF5JNF
Ѿҗ 'BTU#&35B4FMGEJTUJMMJOH#&35XJUI"EBQUJWF*OGFSFODF5JNF
Ѿҗ 'BTU#&35B4FMGEJTUJMMJOH#&35XJUI"EBQUJWF*OGFSFODF5JNF
%ZOB#&35 %ZOBNJD#&35XJUI"EBQUJWF8JEUIBOE%FQUI %ZOB#&35%ZOBNJD#&35XJUI"EBQUJWF8JEUIBOE%FQUI
• )VBXFJ/PBIsT"SL-BC • XJEUI EFQUIߑೱਵ۽"EBQUJWFೠ#&35ઁউ • 'VMM#&35.PEFMXJEUIBEBQUJWF#&35XJEUIEFQUIBEBQUJWF#&35ള۲ %ZOB#&35%ZOBNJD#&35XJUI"EBQUJWF8JEUIBOE%FQUI %ZOB#&35
%ZOB#&35%ZOBNJD#&35XJUI"EBQUJWF8JEUIBOE%FQUI णۚ
%ZOB#&35%ZOBNJD#&35XJUI"EBQUJWF8JEUIBOE%FQUI णۚ
%ZOB#&35%ZOBNJD#&35XJUI"EBQUJWF8JEUIBOE%FQUI णۚ
%ZOB#&35%ZOBNJD#&35XJUI"EBQUJWF8JEUIBOE%FQUI णۚ • 8JEUIण • 5FBDIFS4PGU5BSHFUҗ$SPTTFOUSPQZ ߬٬ۨয )JEEFO-BZFSח.4& • %BUBBVHNFOUBUJPOਊ
• %FQUIण • NPE E N@E ੋۨযܳESPQ • FYNVMUJUQMJFSח ਸESPQ • MPTTחXJEUI৬эؘXFJHIUחܴ • ݄݃ীHSPVOEUSVUIMBCFMਸ$SPTT&OUSPQZܳݡৈࢲGJOFUVOJOH
Ѿҗ %ZOB#&35%ZOBNJD#&35XJUI"EBQUJWF8JEUIBOE%FQUI
Ѿҗ %ZOB#&35%ZOBNJD#&35XJUI"EBQUJWF8JEUIBOE%FQUI
Ѿҗ %ZOB#&35%ZOBNJD#&35XJUI"EBQUJWF8JEUIBOE%FQUI
Ѿҗ %ZOB#&35%ZOBNJD#&35XJUI"EBQUJWF8JEUIBOE%FQUI
Ѿҗ %ZOB#&35%ZOBNJD#&35XJUI"EBQUJWF8JEUIBOE%FQUI
хࢎפ✌ ୶оޙژחҾӘೠݶઁٚইېোۅ۽োۅࣁਃ .BDIJOF-FBSOJOH4PGUXBSF&OHJOFFS &NBJMVLKBF!TDBUUFSMBCDPLS