jwkanggist / SSL-narratives-NLP-1

거꾸로 읽는 self-supervised learning in NLP
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[스터디 종료] 거꾸로 읽는 self-supervised-learning 시즌2: Contrastive learning on NLP

기간

발표 논문 및 순서

google sheet

In-batch negative training

paper title 논문 발표 YouTube
1 주차 DPR: Dense Passage Retrieval for Open-Domain Question Answering 김강민 video

Positive mining

  paper title 논문 발표 YouTube
2 주차 ICT: Latent Retrieval for Weakly Supervised Open Domain Question Answering 조성국 video
3 주차 DAPT/TAPT: Don't Stop Pretraining: Adapt Language Models to Domains and Tasks 김동규 video
4 주차 Condenser: a Pre-training Architecture for Dense Retrieval 김희은 video
5 주차 Contriever: Towards Unsupervised Dense Information Retrieval with Contrastive Learning 박이삭 video

Hard negative mining

  paper title 논문 발표 YouTube
6 주차 ANCE: Approximate Nearest Neighbor Negative Contrastive Learning for Dense Text Retrieval 김기범 video
7 주차 coCondensor: Unsupervised Corpus Aware Language Model Pre-training for Dense Passage Retrieval 이유경 video
8 주차 Multi-stage Training with Improved Negative Contrast for Neural Passage Retrieval 이영수 video

Contrastive learning with model scaling

paper title 논문 발표 YouTube
9 주차 Text and Code Embeddings by Contrastive Pre-Training 이동형 video
10 주차 wrap-up 강재욱 video

관련 링크