Upgrade to Pro — share decks privately, control downloads, hide ads and more …

Knowledge Distillation for BERT

Scatter Lab Inc.
April 17, 2020
Research
0
2.2k

Knowledge Distillation for BERT

Scatter Lab Inc.

April 17, 2020
Tweet

More Decks by Scatter Lab Inc.

See All by Scatter Lab Inc.
zeta introduction
scatterlab
0
190
SimCLR: A Simple Framework for Contrastive Learning of Visual Representations
scatterlab
0
3.9k
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

Other Decks in Research

See All in Research
IM2024
mamoruk
0
250
3D Gaussian Splattingによる高効率な新規視点合成技術とその応用
muskie82
0
220
チュートリアル：Mamba, Vision Mamba (Vim)
hf149
6
3.2k
ラムダ計算の拡張に基づく
音楽プログラミング言語mimium
とそのVMの実装
tomoyanonymous
0
440
SpectralMamba: Efficient Mamba for Hyperspectral Image Classification
satai
3
200
Gemini と Looker で営業DX をドライブする / Driving Sales DX with Gemini and Looker
sansan_randd
0
190
Neural Fieldの紹介
nnchiba
2
810
Pix2Poly: A Sequence Prediction Method for End-to-end Polygonal Building Footprint Extraction from Remote Sensing Imagery
satai
3
120
Data-centric AI勉強会 「ロボットにおけるData-centric AI」
haraduka
0
510
資産間の相関関係を頑健に評価する指標を用いたファクターアローケーション戦略の構築
nomamist
0
170
Prithvi-EO-2.0: A Versatile Multi-Temporal Foundation Model for Earth Observation Applications
satai
3
210
The Economics of Platforms 輪読会 第1章
tomonatu8
0
160

Featured

See All Featured
ピンチをチャンスに：未来をつくるプロダクトロードマップ #pmconf2020
aki_iinuma
118
51k
Building Adaptive Systems
keathley
41
2.5k
Building an army of robots
kneath
304
45k
Principles of Awesome APIs and How to Build Them.
keavy
126
17k
Easily Structure & Communicate Ideas using Wireframe
afnizarnur
194
16k
[RailsConf 2023] Rails as a piece of cake
palkan
53
5.4k
Imperfection Machines: The Place of Print at Facebook
scottboms
267
13k
Fontdeck: Realign not Redesign
paulrobertlloyd
83
5.4k
Being A Developer After 40
akosma
90
590k
Responsive Adventures: Dirty Tricks From The Dark Corners of Front-End
smashingmag
251
21k
Designing for Performance
lara
606
69k
[Rails World 2023 - Day 1 Closing Keynote] - The Magic of Rails
eileencodes
33
2.1k

Transcript

  1. ,OPXMFEHF%JTUJMMBUJPOGPS#&35 ੿਌੤ .BDIJOF-FBSOJOH4PGUXBSF&OHJOFFS

  2. 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

  3. 1BUJFOU,OPXMFEHF%JTUJMMBUJPO GPS#&35.PEFM$PNQSFTTJPO 1BUJFOU,OPXMFEHF%JTUJMMBUJPOGPS#&35.PEFM$PNQSFTTJPO

  4. • &./-1"DDFQUFE • .JDSPTPGU%ZOBNJDT"*3FTFBSDI • ୭ୡ#&35঑୷दب • ӝઓ,OPXMFEHF%JTUJMMBUJPOҗ׮ܰѱ1BUJFOUܳ੸ਊೣ • 4PGU5BSHFU݅੉ਊೞ૑ঋҊ׮ܲۨ੉যীࢲب೟णೞب۾ೣ

    1BUJFOU,OPXMFEHF%JTUJMMBUJPOGPS#&35.PEFM$PNQSFTTJPO 1,%GPS#FSU.PEFM$PNQSFTTJPO

  5. 1BUJFOU,OPXMFEHF%JTUJMMBUJPOGPS#&35.PEFM$PNQSFTTJPO ೟ण੹ۚ • ࣁо૑MPTTܳઙ೤ೣ • )BSEUBSHFUী؀ೠ$SPTT&OUSPQZ-PTT • 4PGU5BSHFU 5FBDIFSNPEFM੄PVUQVU ী؀ೠ$SPTT

    &OUSPQZ-PTT • ઺рۨ੉যٜ੄<$-4>ష௾੄SFQSFTFOBUJPOٜী؀ೠ OPSNBMJ[FE.FBO4RVBSFE-PTT

  6. ೟ण٣పੌ 1BUJFOU,OPXMFEHF%JTUJMMBUJPOGPS#&35.PEFM$PNQSFTTJPO • 4UVEFOU7BSJBUJPO#&35@ #&35@ • #&35@ CBTF ীࢲ୐Lѐ੄ۨ੉য۽4UVEFOUܳୡӝച •

    1,%4LJQFWFSZLMBZFSীࢲ೟ण • 1,%-BTUMBTULMBZFSীࢲ೟ण

  7. Ѿҗ 1BUJFOU,OPXMFEHF%JTUJMMBUJPOGPS#&35.PEFM$PNQSFTTJPO ؘ੉ఠ݆ਸٸੜؽ

  8. Ѿҗ 1BUJFOU,OPXMFEHF%JTUJMMBUJPOGPS#&35.PEFM$PNQSFTTJPO

  9. Ѿҗ 1BUJFOU,OPXMFEHF%JTUJMMBUJPOGPS#&35.PEFM$PNQSFTTJPO

  10. %JTUJM#&35 BEJTUJMMFEWFSTJPOPG#&35 TNBMMFS GBTUFS DIFBQFSBOEMJHIUFS %JTUJM#&35 BEJTUJMMFEWFSTJPOPG#&35TNBMMFS GBTUFS DIFBQFSBOEMJHIUFS

  11. • /FVS*14"DDFQUFE • )VHHJOHGBDF • 4UVEFOUݽ؛ীࢲUPLFOUZQFFNCFEEJOHT QPPMFSMBZFS࢏ઁ %JTUJM#&35 BEJTUJMMFEWFSTJPOPG#&35TNBMMFS GBTUFS

    DIFBQFSBOEMJHIUFS %JTUJM#&35

  12. %JTUJM#&35 BEJTUJMMFEWFSTJPOPG#&35TNBMMFS GBTUFS DIFBQFSBOEMJHIUFS ೟ण੹ۚ • -PTT • 4UVEFOU5FBDIFS$SPTT&OUSPQZ •

    .BTLFE-.-PTT • $PTJOF&NCFEEJOH-PTT • 4UVEFOU-BZFSܳпفѐ੄ۨ੉য׼ೞաঀஂೣ

  13. Ѿҗ %JTUJM#&35 BEJTUJMMFEWFSTJPOPG#&35TNBMMFS GBTUFS DIFBQFSBOEMJHIUFS

  14. Ѿҗ %JTUJM#&35 BEJTUJMMFEWFSTJPOPG#&35TNBMMFS GBTUFS DIFBQFSBOEMJHIUFS

  15. 'BTU#&35 "4FMGEJTUJMMJOH#&35XJUI"EBQUJWF*OGFSFODF5JNF 'BTU#&35B4FMGEJTUJMMJOH#&35XJUI"EBQUJWF*OGFSFODF5JNF

  16. • 5FODFOU3IJOP#JSE&MJUF5SBJOJOH1SPHSBNীࢲಎ٬߉ই੘ࢿػ֤ޙ • 4QFFE"DDVSBDZܳઑ੺оמೠ#&35.PEFMઁউ • "EBQUJWF*OGFSFODFооמೠ#&35 4FMG%JTUJMMJOHNFDIBOJTN 'BTU#&35B4FMGEJTUJMMJOH#&35XJUI"EBQUJWF*OGFSFODF5JNF 'BTU#&35

  17. 'BTU#&35B4FMGEJTUJMMJOH#&35XJUI"EBQUJWF*OGFSFODF5JNF ೟ण੹ۚ

  18. 'BTU#&35B4FMGEJTUJMMJOH#&35XJUI"EBQUJWF*OGFSFODF5JNF ೟ण੹ۚ • ೟णࣽࢲ • 1SFUSBJOJOH'JOF5VOJOH4FMGEJTUJMMBUJPO • 4FMG%JTUJMMBUJPOزউ୭࢚ਤ#SBODI৬ೞਤ#SBODI੄$SPTT&OUSPQZ҅࢑ • 6ODFSUBJOUZѐ֛بੑ

    • п-BZFS੄#SBODI߹۽6ODFSUBJOUZ҅࢑ • оࢸ6ODFSUBJOUZоծਸࣻ۾"DDVSBDZо֫׮

  19. Ѿҗ 'BTU#&35B4FMGEJTUJMMJOH#&35XJUI"EBQUJWF*OGFSFODF5JNF

  20. Ѿҗ 'BTU#&35B4FMGEJTUJMMJOH#&35XJUI"EBQUJWF*OGFSFODF5JNF

  21. Ѿҗ 'BTU#&35B4FMGEJTUJMMJOH#&35XJUI"EBQUJWF*OGFSFODF5JNF

  22. %ZOB#&35 %ZOBNJD#&35XJUI"EBQUJWF8JEUIBOE%FQUI %ZOB#&35%ZOBNJD#&35XJUI"EBQUJWF8JEUIBOE%FQUI

  23. • )VBXFJ/PBIsT"SL-BC • XJEUI EFQUIߑೱਵ۽"EBQUJWFೠ#&35ઁউ • 'VMM#&35.PEFMXJEUIBEBQUJWF#&35XJEUIEFQUIBEBQUJWF#&35ള۲ %ZOB#&35%ZOBNJD#&35XJUI"EBQUJWF8JEUIBOE%FQUI %ZOB#&35

  24. %ZOB#&35%ZOBNJD#&35XJUI"EBQUJWF8JEUIBOE%FQUI ೟ण੹ۚ

  25. %ZOB#&35%ZOBNJD#&35XJUI"EBQUJWF8JEUIBOE%FQUI ೟ण੹ۚ

  26. %ZOB#&35%ZOBNJD#&35XJUI"EBQUJWF8JEUIBOE%FQUI ೟ण੹ۚ

  27. %ZOB#&35%ZOBNJD#&35XJUI"EBQUJWF8JEUIBOE%FQUI ೟ण੹ۚ • 8JEUI೟ण • 5FBDIFS੄4PGU5BSHFUҗ$SPTTFOUSPQZ ੐߬٬ۨ੉য )JEEFO-BZFSח.4& • %BUBBVHNFOUBUJPO੸ਊ

    • %FQUI೟ण • NPE E  N@E ੋۨ੉যܳESPQ • FYNVMUJUQMJFSח  ਸESPQ • MPTTחXJEUI৬э਷ؘXFJHIUח׮ܴ • ݃૑݄ীHSPVOEUSVUIMBCFMਸ$SPTT&OUSPQZܳݡৈࢲGJOFUVOJOH

  28. Ѿҗ %ZOB#&35%ZOBNJD#&35XJUI"EBQUJWF8JEUIBOE%FQUI

  29. Ѿҗ %ZOB#&35%ZOBNJD#&35XJUI"EBQUJWF8JEUIBOE%FQUI

  30. Ѿҗ %ZOB#&35%ZOBNJD#&35XJUI"EBQUJWF8JEUIBOE%FQUI

  31. Ѿҗ %ZOB#&35%ZOBNJD#&35XJUI"EBQUJWF8JEUIBOE%FQUI

  32. Ѿҗ %ZOB#&35%ZOBNJD#&35XJUI"EBQUJWF8JEUIBOE%FQUI

  33. хࢎ೤פ׮✌ ୶о૕ޙژחҾӘೠ੼੉੓׮ݶ঱ઁٚইېোۅ୊۽োۅ઱ࣁਃ ੿਌੤ .BDIJOF-FBSOJOH4PGUXBSF&OHJOFFS  &NBJMVLKBF!TDBUUFSMBCDPLS