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
Sponsored
·
Your Podcast. Everywhere. Effortlessly.
Share. Educate. Inspire. Entertain. You do you. We'll handle the rest.
→
Scatter Lab Inc.
April 17, 2020
Research
2.3k
0
Share
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
1.9k
SimCLR: A Simple Framework for Contrastive Learning of Visual Representations
scatterlab
0
4.4k
Adversarial Filters of Dataset Biases
scatterlab
0
2.3k
Sparse, Dense, and Attentional Representations for Text Retrieval
scatterlab
0
2.3k
Weight Poisoning Attacks on Pre-trained Models
scatterlab
0
2.2k
Approximate Nearest Neighbor Negative Contrastive Learning for Dense Text Retrieval
scatterlab
0
2.5k
Beyond Accuracy: Behavioral Testing of NLP Models with CheckList
scatterlab
0
2.3k
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
20年前に50代だった人たちの今
hysmrk
0
200
老舗ものづくり企業でリサーチが変革を起こすまで - 三菱重工DXの実践
skydats
0
150
ペットのかわいい瞬間を撮影する オートシャッターAIアプリへの スマートラベリングの適用
mssmkmr
0
480
2026年3月1日(日)福島「除染土」の公共利用をかんがえる
atsukomasano2026
0
580
The mathematics of transformers
gpeyre
0
260
National high-resolution cropland classification of Japan with agricultural census information and multi-temporal multi-modality datasets
satai
2
110
Model Discovery and Graph Simulation: A Lightweight Gateway to Chaos Engineering
anatolykr
0
160
ローテーション別のサイドアウト戦略 ~なぜあのローテは回らないのか?~
vball_panda
0
330
Self-Hosted WebAssembly Runtime for Runtime-Neutral Checkpoint/Restore in Edge–Cloud Continuum
chikuwait
0
520
「行ける・行けない表」による地域公共交通の性能評価
bansousha
0
150
明日から使える!研究効率化ツール入門
matsui_528
12
7k
オーストリア流 都市の公共交通サービス水準評価@公共交通オープンデータ最前線2026
trafficbrain
0
150
Featured
See All Featured
Git: the NoSQL Database
bkeepers
PRO
432
67k
A brief & incomplete history of UX Design for the World Wide Web: 1989–2019
jct
2
370
A better future with KSS
kneath
240
18k
Bridging the Design Gap: How Collaborative Modelling removes blockers to flow between stakeholders and teams @FastFlow conf
baasie
0
550
Discover your Explorer Soul
emna__ayadi
2
1.1k
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
70
39k
Raft: Consensus for Rubyists
vanstee
141
7.4k
KATA
mclloyd
PRO
35
15k
Leadership Guide Workshop - DevTernity 2021
reverentgeek
1
280
Getting science done with accelerated Python computing platforms
jacobtomlinson
2
200
Done Done
chrislema
186
16k
Cheating the UX When There Is Nothing More to Optimize - PixelPioneers
stephaniewalter
287
14k
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