From Token to Action: State Machine Reasoning to Mitigate Overthinking in Information Retrieval

From Token to Action: State Machine Reasoning to Mitigate Overthinking in Information Retrieval

29 May 2025

Papers citing "From Token to Action: State Machine Reasoning to Mitigate Overthinking in Information Retrieval"

16 / 16 papers shown

Title
When Thinking Fails: The Pitfalls of Reasoning for Instruction-Following in LLMs Xiaomin Li Zhou Yu Zhiwei Zhang Xupeng Chen Ziji Zhang Yingying Zhuang Narayanan Sadagopan Anurag Beniwal LRM 80 2 0 16 May 2025
Missing Premise exacerbates Overthinking: Are Reasoning Models losing Critical Thinking Skill? Chenrui Fan Ming Li Lichao Sun Tianyi Zhou LRM 90 10 0 09 Apr 2025
A Survey of Efficient Reasoning for Large Reasoning Models: Language, Multimodality, and Beyond Xiaoye Qu Yafu Li Zhaochen Su Weigao Sun Jianhao Yan ... Chaochao Lu Yue Zhang Xian-Sheng Hua Bowen Zhou Yu Cheng ReLM OffRL LRM 158 41 0 27 Mar 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 172 83 0 20 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 155 9 0 25 Feb 2025
O1-Pruner: Length-Harmonizing Fine-Tuning for O1-Like Reasoning Pruning Haotian Luo Li Shen Haiying He Yun Wang Shiwei Liu Wei Li Naiqiang Tan Xiaochun Cao Dacheng Tao VLM LRM 148 81 0 22 Jan 2025
Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs Xingyu Chen Jiahao Xu Tian Liang Zhiwei He Jianhui Pang ... Zizhuo Zhang Rui Wang Zhaopeng Tu Haitao Mi Dong Yu LRM ReLM 156 168 0 30 Dec 2024
Mind Your Step (by Step): Chain-of-Thought can Reduce Performance on Tasks where Thinking Makes Humans Worse Ryan Liu Jiayi Geng Addison J. Wu Ilia Sucholutsky Tania Lombrozo Thomas Griffiths ReLM LRM 89 28 0 27 Oct 2024
State Machine of Thoughts: Leveraging Past Reasoning Trajectories for Enhancing Problem Solving Jia Liu Jie Shuai Xiyao Li LRM 55 2 0 29 Dec 2023
Distilling Reasoning Capabilities into Smaller Language Models Kumar Shridhar Alessandro Stolfo Mrinmaya Sachan LRM ReLM 72 171 0 01 Dec 2022
ReAct: Synergizing Reasoning and Acting in Language Models Shunyu Yao Jeffrey Zhao Dian Yu Nan Du Izhak Shafran Karthik Narasimhan Yuan Cao LLMAG ReLM LRM 393 2,812 0 06 Oct 2022
Unsupervised Dense Information Retrieval with Contrastive Learning Gautier Izacard Mathilde Caron Lucas Hosseini Sebastian Riedel Piotr Bojanowski Armand Joulin Edouard Grave RALM 166 892 0 16 Dec 2021
GPL: Generative Pseudo Labeling for Unsupervised Domain Adaptation of Dense Retrieval Kexin Wang Nandan Thakur Nils Reimers Iryna Gurevych VLM 118 157 0 14 Dec 2021
BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models Nandan Thakur Nils Reimers Andreas Rucklé Abhishek Srivastava Iryna Gurevych VLM 409 1,030 0 17 Apr 2021
Dense Passage Retrieval for Open-Domain Question Answering Vladimir Karpukhin Barlas Oğuz Sewon Min Patrick Lewis Ledell Yu Wu Sergey Edunov Danqi Chen Wen-tau Yih RALM 154 3,739 0 10 Apr 2020
Passage Re-ranking with BERT Rodrigo Nogueira Kyunghyun Cho OOD 122 1,088 0 13 Jan 2019