RoSRL: Adaptive Rule-of-Sum Reinforcement Learning for Efficient and Reliable Summarization

Thu Phuong Tran Thi; Vinh Van Nguyen; Thai Nguyen Phuong; Quang Vu Ngoc; Khoa Nguyen Dang

RoSRL: Adaptive Rule-of-Sum Reinforcement Learning for Efficient and Reliable Summarization

Thu Phuong Tran Thi, Vinh Van Nguyen, Thai Nguyen Phuong, Quang Vu Ngoc, Khoa Nguyen Dang

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Anthology ID:: 2025.paclic-1.53
Volume:: Proceedings of the 39th Pacific Asia Conference on Language, Information and Computation
Month:: December
Year:: 2025
Address:: Hanoi, Vietnam
Editors:: Chu-Ren Huang, Yasunari Harada, Jong-Bok Kim, Nguyen T.M. Huyen, Le Thanh Huong, Pham Hien, Emmanuele Chersoni, Le Minh Nguyen, Rachel Edita Oñate Roxas, Sherly Dita
Venue:: PACLIC
SIG:
Publisher:: Association for Computational Linguistics
Note:
Pages:: 576–591
Language:
URL:: https://aclanthology.org/2025.paclic-1.53/
DOI:
Bibkey:
Cite (ACL):: Thu Phuong Tran Thi, Vinh Van Nguyen, Thai Nguyen Phuong, Quang Vu Ngoc, and Khoa Nguyen Dang. 2025. RoSRL: Adaptive Rule-of-Sum Reinforcement Learning for Efficient and Reliable Summarization. In Proceedings of the 39th Pacific Asia Conference on Language, Information and Computation, pages 576–591, Hanoi, Vietnam. Association for Computational Linguistics.
Cite (Informal):: RoSRL: Adaptive Rule-of-Sum Reinforcement Learning for Efficient and Reliable Summarization (Thi et al., PACLIC 2025)
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PDF:: https://aclanthology.org/2025.paclic-1.53.pdf

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@inproceedings{thi-etal-2025-rosrl,
    title = "{R}o{SRL}: Adaptive Rule-of-Sum Reinforcement Learning for Efficient and Reliable Summarization",
    author = "Thi, Thu Phuong Tran  and
      Nguyen, Vinh Van  and
      Phuong, Thai Nguyen  and
      Ngoc, Quang Vu  and
      Dang, Khoa Nguyen",
    editor = "Huang, Chu-Ren  and
      Harada, Yasunari  and
      Kim, Jong-Bok  and
      Huyen, Nguyen T.M.  and
      Huong, Le Thanh  and
      Hien, Pham  and
      Chersoni, Emmanuele  and
      Nguyen, Le Minh  and
      Roxas, Rachel Edita O{\~n}ate  and
      Dita, Sherly",
    booktitle = "Proceedings of the 39th Pacific {A}sia Conference on Language, Information and Computation",
    month = dec,
    year = "2025",
    address = "Hanoi, Vietnam",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2025.paclic-1.53/",
    pages = "576--591"
}

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%0 Conference Proceedings
%T RoSRL: Adaptive Rule-of-Sum Reinforcement Learning for Efficient and Reliable Summarization
%A Thi, Thu Phuong Tran
%A Nguyen, Vinh Van
%A Phuong, Thai Nguyen
%A Ngoc, Quang Vu
%A Dang, Khoa Nguyen
%Y Huang, Chu-Ren
%Y Harada, Yasunari
%Y Kim, Jong-Bok
%Y Huyen, Nguyen T.M.
%Y Huong, Le Thanh
%Y Hien, Pham
%Y Chersoni, Emmanuele
%Y Nguyen, Le Minh
%Y Roxas, Rachel Edita Oñate
%Y Dita, Sherly
%S Proceedings of the 39th Pacific Asia Conference on Language, Information and Computation
%D 2025
%8 December
%I Association for Computational Linguistics
%C Hanoi, Vietnam
%F thi-etal-2025-rosrl
%U https://aclanthology.org/2025.paclic-1.53/
%P 576-591

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Markdown (Informal)

[RoSRL: Adaptive Rule-of-Sum Reinforcement Learning for Efficient and Reliable Summarization](https://aclanthology.org/2025.paclic-1.53/) (Thi et al., PACLIC 2025)

RoSRL: Adaptive Rule-of-Sum Reinforcement Learning for Efficient and Reliable Summarization (Thi et al., PACLIC 2025)

ACL

Thu Phuong Tran Thi, Vinh Van Nguyen, Thai Nguyen Phuong, Quang Vu Ngoc, and Khoa Nguyen Dang. 2025. RoSRL: Adaptive Rule-of-Sum Reinforcement Learning for Efficient and Reliable Summarization. In Proceedings of the 39th Pacific Asia Conference on Language, Information and Computation, pages 576–591, Hanoi, Vietnam. Association for Computational Linguistics.