Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. Weโ€™ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

๐ŸŒ [i18n-KO] Translated bertology.mdx to Korean #23967

Closed
wants to merge 3 commits into from
Closed
Show file tree
Hide file tree
Changes from all commits
Commits
File filter

Filter by extension

Filter by extension

Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
4 changes: 2 additions & 2 deletions docs/source/ko/_toctree.yml
Original file line number Diff line number Diff line change
Expand Up @@ -168,8 +168,8 @@
title: (๋ฒˆ์—ญ์ค‘) Attention mechanisms
- local: pad_truncation
title: ํŒจ๋”ฉ๊ณผ ์ž˜๋ผ๋‚ด๊ธฐ
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) BERTology
- local: bertology
title: BERTology
- local: in_translation
title: (๋ฒˆ์—ญ์ค‘) Perplexity of fixed-length models
- local: in_translation
Expand Down
37 changes: 37 additions & 0 deletions docs/source/ko/bertology.mdx
Original file line number Diff line number Diff line change
@@ -0,0 +1,37 @@
<!--Copyright 2020 The HuggingFace Team. All rights reserved.

Licensed under the Apache License, Version 2.0 (the "License"); you may not use this file except in compliance with
the License. You may obtain a copy of the License at

http://www.apache.org/licenses/LICENSE-2.0

Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on
an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. See the License for the
specific language governing permissions and limitations under the License.
-->

# BERTology

BERT์™€ ๊ฐ™์€ ๋Œ€๊ทœ๋ชจ ํŠธ๋žœ์Šคํฌ๋จธ์˜ ๋‚ด๋ถ€ ๋™์ž‘์„ ์กฐ์‚ฌํ•˜๋Š” ์—ฐ๊ตฌ ๋ถ„์•ผ๊ฐ€ ์ ์  ๋” ์ค‘์š”ํ•ด์ง€๊ณ  ์žˆ์Šต๋‹ˆ๋‹ค.
ํ˜น์ž๋Š” "BERTology"๋ผ ์นญํ•˜๊ธฐ๋„ ํ•ฉ๋‹ˆ๋‹ค. ์ด ๋ถ„์•ผ์˜ ์ข‹์€ ์˜ˆ์‹œ๋Š” ๋‹ค์Œ๊ณผ ๊ฐ™์Šต๋‹ˆ๋‹ค:


- BERT๋Š” ๊ณ ์ „์ ์ธ NLP ํŒŒ์ดํ”„๋ผ์ธ์˜ ์žฌ๋ฐœ๊ฒฌ - Ian Tenney, Dipanjan Das, Ellie Pavlick:
https://arxiv.org/abs/1905.05950
- 16๊ฐœ์˜ ํ—ค๋“œ๊ฐ€ ์ •๋ง๋กœ 1๊ฐœ๋ณด๋‹ค ๋‚˜์€๊ฐ€? - Paul Michel, Omer Levy, Graham Neubig:
https://arxiv.org/abs/1905.10650
- BERT๋Š” ๋ฌด์—‡์„ ๋ณด๋Š”๊ฐ€? BERT์˜ ์–ดํ…์…˜ ๋ถ„์„ - Kevin Clark, Urvashi Khandelwal, Omer Levy, Christopher D. Manning:
https://arxiv.org/abs/1906.04341
- CAT-probing: ํ”„๋กœ๊ทธ๋ž˜๋ฐ ์–ธ์–ด์— ๋Œ€ํ•ด ์‚ฌ์ „ํ›ˆ๋ จ๋œ ๋ชจ๋ธ์ด ์–ด๋–ป๊ฒŒ ์ฝ”๋“œ ๊ตฌ์กฐ๋ฅผ ๋ณด๋Š”์ง€ ์•Œ์•„๋ณด๊ธฐ ์œ„ํ•œ ๋ฉ”ํŠธ๋ฆญ ๊ธฐ๋ฐ˜ ์ ‘๊ทผ ๋ฐฉ๋ฒ•:
https://arxiv.org/abs/2210.04633

์šฐ๋ฆฌ๋Š” ์ด ์ƒˆ๋กœ์šด ์—ฐ๊ตฌ ๋ถ„์•ผ์˜ ๋ฐœ์ „์„ ๋•๊ธฐ ์œ„ํ•ด, BERT/GPT/GPT-2 ๋ชจ๋ธ์— ๋‚ด๋ถ€ ํ‘œํ˜„์„ ์‚ดํŽด๋ณผ ์ˆ˜ ์žˆ๋Š” ๋ช‡ ๊ฐ€์ง€ ๊ธฐ๋Šฅ์„ ์ถ”๊ฐ€ํ–ˆ์Šต๋‹ˆ๋‹ค.
์ด ๊ธฐ๋Šฅ๋“ค์€ ์ฃผ๋กœ Paul Michel์˜ ํ›Œ๋ฅญํ•œ ์ž‘์—…์„ ์ฐธ๊ณ ํ•˜์—ฌ ๊ฐœ๋ฐœ๋˜์—ˆ์Šต๋‹ˆ๋‹ค
(https://arxiv.org/abs/1905.10650):


- BERT/GPT/GPT-2์˜ ๋ชจ๋“  ์ˆจ๊ฒจ์ง„ ์ƒํƒœ์— ์ ‘๊ทผํ•˜๊ธฐ,
- BERT/GPT/GPT-2์˜ ๊ฐ ํ—ค๋“œ์˜ ๋ชจ๋“  ์–ดํ…์…˜ ๊ฐ€์ค‘์น˜์— ์ ‘๊ทผํ•˜๊ธฐ,
- ํ—ค๋“œ์˜ ์ถœ๋ ฅ ๊ฐ’๊ณผ ๊ทธ๋ž˜๋””์–ธํŠธ๋ฅผ ๊ฒ€์ƒ‰ํ•˜์—ฌ ํ—ค๋“œ ์ค‘์š”๋„ ์ ์ˆ˜๋ฅผ ๊ณ„์‚ฐํ•˜๊ณ  https://arxiv.org/abs/1905.10650์—์„œ ์„ค๋ช…๋œ ๋Œ€๋กœ ํ—ค๋“œ๋ฅผ ์ œ๊ฑฐํ•˜๋Š” ๊ธฐ๋Šฅ์„ ์ œ๊ณตํ•ฉ๋‹ˆ๋‹ค.

์ด๋Ÿฌํ•œ ๊ธฐ๋Šฅ๋“ค์„ ์ดํ•ดํ•˜๊ณ  ์ง์ ‘ ์‚ฌ์šฉํ•ด๋ณผ ์ˆ˜ ์žˆ๋„๋ก [bertology.py](https://github.com/huggingface/transformers/tree/main/examples/research_projects/bertology/run_bertology.py) ์˜ˆ์ œ ์Šคํฌ๋ฆฝํŠธ๋ฅผ ์ถ”๊ฐ€ํ–ˆ์Šต๋‹ˆ๋‹ค. ์ด ์˜ˆ์ œ ์Šคํฌ๋ฆฝํŠธ์—์„œ๋Š” GLUE์— ๋Œ€ํ•ด ์‚ฌ์ „ํ›ˆ๋ จ๋œ ๋ชจ๋ธ์—์„œ ์ •๋ณด๋ฅผ ์ถ”์ถœํ•˜๊ณ  ๋ชจ๋ธ์„ ๊ฐ€์ง€์น˜๊ธฐ(prune)ํ•ด๋ด…๋‹ˆ๋‹ค.