Don't "Overthink" Passage Reranking: Is Reasoning Truly Necessary?

Don't "Overthink" Passage Reranking: Is Reasoning Truly Necessary?

22 May 2025

Yung-Sung Chuang

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Papers citing "Don't "Overthink" Passage Reranking: Is Reasoning Truly Necessary?"

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Title
Qwen3 Technical Report An Yang A. Li Baosong Yang Beichen Zhang Binyuan Hui ... Zekun Wang Zeyu Cui Zhenru Zhang Zhenhong Zhou Zihan Qiu LLMAG OSLM LRM 100 94 0 14 May 2025
Reasoning Models Can Be Effective Without Thinking Wenjie Ma Jingxuan He Charlie Snell Tyler Griggs Sewon Min Matei A. Zaharia ReLM LRM 125 53 1 14 Apr 2025
Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models Yang Sui Yu-Neng Chuang Guanchu Wang Jiamu Zhang Tianyi Zhang ... Hongyi Liu Andrew Wen Shaochen Zhong Hanjie Chen OffRL ReLM LRM 194 100 0 20 Mar 2025
Rank-R1: Enhancing Reasoning in LLM-based Document Rerankers via Reinforcement Learning Shengyao Zhuang Xueguang Ma Bevan Koopman Jimmy Lin Guido Zuccon LRM 97 8 0 08 Mar 2025
Rank1: Test-Time Compute for Reranking in Information Retrieval Orion Weller Kathryn Ricci Eugene Yang Andrew Yates Dawn J Lawrie Benjamin Van Durme ReLM AI4TS LRM 175 12 0 25 Feb 2025
Learning More Effective Representations for Dense Retrieval through Deliberate Thinking Before Search Yifan Ji Zhipeng Xu Zhenghao Liu Yukun Yan S. Yu Yongqian Li Zhiyuan Liu Yu Gu Ge Yu Maosong Sun RALM 85 4 0 18 Feb 2025
Overview of the TREC 2020 deep learning track Nick Craswell Bhaskar Mitra Emine Yilmaz Daniel Fernando Campos 129 388 0 15 Feb 2021
Overview of the TREC 2019 deep learning track Nick Craswell Bhaskar Mitra Emine Yilmaz Daniel Fernando Campos E. Voorhees 237 495 0 17 Mar 2020
Document Ranking with a Pretrained Sequence-to-Sequence Model Rodrigo Nogueira Zhiying Jiang Jimmy J. Lin 79 584 0 14 Mar 2020
MS MARCO: A Human Generated MAchine Reading COmprehension Dataset Payal Bajaj Daniel Fernando Campos Nick Craswell Li Deng Jianfeng Gao ... Mir Rosenberg Xia Song Alina Stoica Saurabh Tiwary Tong Wang RALM 151 2,744 0 28 Nov 2016