Passage-based BM25 Hard Negatives: A Simple and Effective Negative Sampling Strategy For Dense Retrieval

Thanh-Do Nguyen; Chi Minh Bui; Thi-Hai-Yen Vuong; Xuan-Hieu Phan

Passage-based BM25 Hard Negatives: A Simple and Effective Negative Sampling Strategy For Dense Retrieval

Thanh-Do Nguyen, Chi Minh Bui, Thi-Hai-Yen Vuong, Xuan-Hieu Phan

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Anthology ID:: 2023.paclic-1.59
Volume:: Proceedings of the 37th Pacific Asia Conference on Language, Information and Computation
Month:: December
Year:: 2023
Address:: Hong Kong, China
Editors:: Chu-Ren Huang, Yasunari Harada, Jong-Bok Kim, Si Chen, Yu-Yin Hsu, Emmanuele Chersoni, Pranav A, Winnie Huiheng Zeng, Bo Peng, Yuxi Li, Junlin Li
Venue:: PACLIC
SIG:
Publisher:: Association for Computational Linguistics
Note:
Pages:: 591–599
Language:
URL:: https://aclanthology.org/2023.paclic-1.59/
DOI:
Bibkey:
Cite (ACL):: Thanh-Do Nguyen, Chi Minh Bui, Thi-Hai-Yen Vuong, and Xuan-Hieu Phan. 2023. Passage-based BM25 Hard Negatives: A Simple and Effective Negative Sampling Strategy For Dense Retrieval. In Proceedings of the 37th Pacific Asia Conference on Language, Information and Computation, pages 591–599, Hong Kong, China. Association for Computational Linguistics.
Cite (Informal):: Passage-based BM25 Hard Negatives: A Simple and Effective Negative Sampling Strategy For Dense Retrieval (Nguyen et al., PACLIC 2023)
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PDF:: https://aclanthology.org/2023.paclic-1.59.pdf

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@inproceedings{nguyen-etal-2023-passage,
    title = "Passage-based {BM}25 Hard Negatives: A Simple and Effective Negative Sampling Strategy For Dense Retrieval",
    author = "Nguyen, Thanh-Do  and
      Bui, Chi Minh  and
      Vuong, Thi-Hai-Yen  and
      Phan, Xuan-Hieu",
    editor = "Huang, Chu-Ren  and
      Harada, Yasunari  and
      Kim, Jong-Bok  and
      Chen, Si  and
      Hsu, Yu-Yin  and
      Chersoni, Emmanuele  and
      A, Pranav  and
      Zeng, Winnie Huiheng  and
      Peng, Bo  and
      Li, Yuxi  and
      Li, Junlin",
    booktitle = "Proceedings of the 37th Pacific Asia Conference on Language, Information and Computation",
    month = dec,
    year = "2023",
    address = "Hong Kong, China",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2023.paclic-1.59/",
    pages = "591--599"
}

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%0 Conference Proceedings
%T Passage-based BM25 Hard Negatives: A Simple and Effective Negative Sampling Strategy For Dense Retrieval
%A Nguyen, Thanh-Do
%A Bui, Chi Minh
%A Vuong, Thi-Hai-Yen
%A Phan, Xuan-Hieu
%Y Huang, Chu-Ren
%Y Harada, Yasunari
%Y Kim, Jong-Bok
%Y Chen, Si
%Y Hsu, Yu-Yin
%Y Chersoni, Emmanuele
%Y A, Pranav
%Y Zeng, Winnie Huiheng
%Y Peng, Bo
%Y Li, Yuxi
%Y Li, Junlin
%S Proceedings of the 37th Pacific Asia Conference on Language, Information and Computation
%D 2023
%8 December
%I Association for Computational Linguistics
%C Hong Kong, China
%F nguyen-etal-2023-passage
%U https://aclanthology.org/2023.paclic-1.59/
%P 591-599

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Markdown (Informal)

[Passage-based BM25 Hard Negatives: A Simple and Effective Negative Sampling Strategy For Dense Retrieval](https://aclanthology.org/2023.paclic-1.59/) (Nguyen et al., PACLIC 2023)

Passage-based BM25 Hard Negatives: A Simple and Effective Negative Sampling Strategy For Dense Retrieval (Nguyen et al., PACLIC 2023)

ACL

Thanh-Do Nguyen, Chi Minh Bui, Thi-Hai-Yen Vuong, and Xuan-Hieu Phan. 2023. Passage-based BM25 Hard Negatives: A Simple and Effective Negative Sampling Strategy For Dense Retrieval. In Proceedings of the 37th Pacific Asia Conference on Language, Information and Computation, pages 591–599, Hong Kong, China. Association for Computational Linguistics.