PROD: Progressive Distillation for Dense Retrieval

Author:

Lin Zhenghao1ORCID,Gong Yeyun2ORCID,Liu Xiao2ORCID,Zhang Hang2ORCID,Lin Chen1ORCID,Dong Anlei3ORCID,Jiao Jian3ORCID,Lu Jingwen3ORCID,Jiang Daxin4ORCID,Majumder Rangan3ORCID,Duan Nan2ORCID

Affiliation:

1. School of Informatics, Xiamen University, China

2. Microsoft Research Asia, China

3. Microsoft, USA

4. Microsoft, China

Funder

Natural Science Foundation of China

Publisher

ACM

Reference59 articles.

1. Alex Andonian , Shixing Chen , and Raffay Hamid . 2022. Robust Cross-Modal Representation Learning with Progressive Self-Distillation . In CVPR. IEEE , 16409–16420. Alex Andonian, Shixing Chen, and Raffay Hamid. 2022. Robust Cross-Modal Representation Learning with Progressive Self-Distillation. In CVPR. IEEE, 16409–16420.

2. Tom Brown , Benjamin Mann , Nick Ryder , Melanie Subbiah , Jared  D Kaplan , Prafulla Dhariwal , Arvind Neelakantan , Pranav Shyam , Girish Sastry , Amanda Askell , 2020. Language models are few-shot learners. Advances in neural information processing systems 33 ( 2020 ), 1877–1901. Tom Brown, Benjamin Mann, Nick Ryder, Melanie Subbiah, Jared D Kaplan, Prafulla Dhariwal, Arvind Neelakantan, Pranav Shyam, Girish Sastry, Amanda Askell, 2020. Language models are few-shot learners. Advances in neural information processing systems 33 (2020), 1877–1901.

3. Incremental Event Detection via Knowledge Consolidation Networks

4. Pengguang Chen Shu Liu Hengshuang Zhao and Jiaya Jia. 2021. Distilling Knowledge via Knowledge Review. In CVPR. 5008–5017. Pengguang Chen Shu Liu Hengshuang Zhao and Jiaya Jia. 2021. Distilling Knowledge via Knowledge Review. In CVPR. 5008–5017.

5. Nick Craswell , Bhaskar Mitra , Emine Yilmaz , Daniel Campos , and Ellen  M. Voorhees . 2020 . Overview of the TREC 2019 deep learning track. CoRR abs/2003 .07820 (2020). arXiv:2003.07820https://arxiv.org/abs/2003.07820 Nick Craswell, Bhaskar Mitra, Emine Yilmaz, Daniel Campos, and Ellen M. Voorhees. 2020. Overview of the TREC 2019 deep learning track. CoRR abs/2003.07820 (2020). arXiv:2003.07820https://arxiv.org/abs/2003.07820

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