Rank-R1: Enhancing Reasoning in LLM-based Document Rerankers via Reinforcement Learning

Proceedings of the 49th International ACM SIGIR Conference on Research and Development in Information Retrieval 2026 Open access

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Authors: Shengyao Zhuang, Xueguang Ma, Zheng Yao, Shuai Wang, Bevan Koopman, Jimmy Lin, Guido Zuccon
DOI: 10.1145/3805712.3809961
Cited by: 3
References: 18

Fields of Study & Subjects

Topic Modeling Advanced Text Analysis Techniques Text and Document Classification Technologies

Publication details

Journal / source
Proceedings of the 49th International ACM SIGIR Conference on Research and Development in Information Retrieval
Publisher
ACM
Pages
4419–4425
Publication date
10 July 2026