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
0
2.2k
Knowledge Distillation for BERT
Scatter Lab Inc.
April 17, 2020
Tweet
Share
More Decks by Scatter Lab Inc.
See All by Scatter Lab Inc.
SimCLR: A Simple Framework for Contrastive Learning of Visual Representations
scatterlab
0
3.8k
Adversarial Filters of Dataset Biases
scatterlab
0
2.2k
Sparse, Dense, and Attentional Representations for Text Retrieval
scatterlab
0
2.2k
Weight Poisoning Attacks on Pre-trained Models
scatterlab
0
2.1k
Approximate Nearest Neighbor Negative Contrastive Learning for Dense Text Retrieval
scatterlab
0
2.4k
Beyond Accuracy: Behavioral Testing of NLP Models with CheckList
scatterlab
0
2.2k
Open-Retrieval Conversational Question Answering
scatterlab
0
2.2k
What Can Neural Networks Reason About?
scatterlab
0
2.2k
Exploring the Limits of Transfer Learning with Unified Text-to-Text Transformer
scatterlab
0
2.1k
Other Decks in Research
See All in Research
Weekly AI Agents News! 12月号 プロダクト/ニュースのアーカイブ
masatoto
0
330
博士学位論文予備審査 / Scaling Telemetry Workloads in Cloud Applications: Techniques for Instrumentation, Storage, and Mining
yuukit
1
1.7k
Leveraging LLMs for Unsupervised Dense Retriever Ranking (SIGIR 2024)
kampersanda
2
310
PetiteSRE_GenAIEraにおけるインフラのあり方観察
ichichi
0
270
Large Vision Language Model (LVLM) に関する最新知見まとめ (Part 1)
onely7
24
6k
Weekly AI Agents News! 1月号 アーカイブ
masatoto
1
190
コーパスを丸呑みしたモデルから言語の何がわかるか
eumesy
PRO
9
2.7k
Global Evidence Summit (GES) 参加報告
daimoriwaki
0
240
大規模日本語VLM Asagi-VLMにおける合成データセットの構築とモデル実装
kuehara
5
1.1k
EBPMにおける生成AI活用について
daimoriwaki
0
280
情報処理学会関西支部2024年度定期講演会「自然言語処理と大規模言語モデルの基礎」
ksudoh
10
2.6k
PostgreSQLにおける分散トレーシングの現在 - 第50回PostgreSQLアンカンファレンス
seinoyu
0
250
Featured
See All Featured
Side Projects
sachag
452
42k
Visualizing Your Data: Incorporating Mongo into Loggly Infrastructure
mongodb
45
9.4k
Imperfection Machines: The Place of Print at Facebook
scottboms
267
13k
Fireside Chat
paigeccino
35
3.2k
Fontdeck: Realign not Redesign
paulrobertlloyd
83
5.4k
Art, The Web, and Tiny UX
lynnandtonic
298
20k
Why You Should Never Use an ORM
jnunemaker
PRO
55
9.2k
Building an army of robots
kneath
303
45k
The Cult of Friendly URLs
andyhume
78
6.2k
Save Time (by Creating Custom Rails Generators)
garrettdimon
PRO
29
1.1k
Building Applications with DynamoDB
mza
93
6.2k
Designing for Performance
lara
605
68k
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