Search-Based Correction of Reasoning Chains for Language Models

17 May 2025

Papers citing "Search-Based Correction of Reasoning Chains for Language Models"

26 / 26 papers shown

Title
Chain-of-Thought Reasoning In The Wild Is Not Always Faithful Iván Arcuschin Jett Janiak Robert Krzyzanowski Senthooran Rajamanoharan Neel Nanda Arthur Conmy ReLM LRM 132 18 0 11 Mar 2025
SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs Yige Xu Xu Guo Zhiwei Zeng Chunyan Miao LLMAG CLL LRM 128 21 0 17 Feb 2025
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning DeepSeek-AI Daya Guo Dejian Yang Haowei Zhang Junxiao Song ... Shiyu Wang S. Yu Shunfeng Zhou Shuting Pan S.S. Li ReLM VLM OffRL AI4TS LRM 380 1,970 0 22 Jan 2025
Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters Charlie Snell Jaehoon Lee Kelvin Xu Aviral Kumar LRM 192 692 0 06 Aug 2024
Lean-STaR: Learning to Interleave Thinking and Proving Haohan Lin Zhiqing Sun Yiming Yang Sean Welleck ReLM LRM 137 29 0 14 Jul 2024
Accessing GPT-4 level Mathematical Olympiad Solutions via Monte Carlo Tree Self-refine with LLaMa-3 8B Di Zhang Xiaoshui Huang Dongzhan Zhou Yuqiang Li Wanli Ouyang LRM 93 78 0 11 Jun 2024
Making Reasoning Matter: Measuring and Improving Faithfulness of Chain-of-Thought Reasoning Debjit Paul Robert West Antoine Bosselut Boi Faltings ReLM LRM 111 28 0 21 Feb 2024
A Chain-of-Thought Is as Strong as Its Weakest Link: A Benchmark for Verifiers of Reasoning Chains Alon Jacovi Yonatan Bitton Bernd Bohnet Jonathan Herzig Or Honovich Michael Tseng Michael Collins Roee Aharoni Mor Geva LRM 88 26 0 01 Feb 2024
Qwen Technical Report Jinze Bai Shuai Bai Yunfei Chu Zeyu Cui Kai Dang ... Zhenru Zhang Chang Zhou Jingren Zhou Xiaohuan Zhou Tianhang Zhu OSLM 264 1,895 0 28 Sep 2023
Reinforced Self-Training (ReST) for Language Modeling Çağlar Gülçehre T. Paine S. Srinivasan Ksenia Konyushkova L. Weerts ... Chenjie Gu Wolfgang Macherey Arnaud Doucet Orhan Firat Nando de Freitas OffRL 121 308 0 17 Aug 2023
Let's Verify Step by Step Hunter Lightman V. Kosaraju Yura Burda Harrison Edwards Bowen Baker Teddy Lee Jan Leike John Schulman Ilya Sutskever K. Cobbe ALM OffRL LRM 193 1,233 0 31 May 2023
Reasoning with Language Model is Planning with World Model Shibo Hao Yi Gu Haodi Ma Joshua Jiahua Hong Zhen Wang D. Wang Zhiting Hu ReLM LRM LLMAG 148 599 0 24 May 2023
Self-Checker: Plug-and-Play Modules for Fact-Checking with Large Language Models Miaoran Li Baolin Peng Michel Galley Jianfeng Gao Zhu Zhang LRM HILM KELM 83 29 0 24 May 2023
FActScore: Fine-grained Atomic Evaluation of Factual Precision in Long Form Text Generation Sewon Min Kalpesh Krishna Xinxi Lyu M. Lewis Wen-tau Yih Pang Wei Koh Mohit Iyyer Luke Zettlemoyer Hannaneh Hajishirzi HILM ALM 140 698 0 23 May 2023
Large Language Models are Better Reasoners with Self-Verification Yixuan Weng Minjun Zhu Fei Xia Bin Li Shizhu He Shengping Liu Bin Sun Kang Liu Jun Zhao ReLM LRM 75 222 0 19 Dec 2022
ROSCOE: A Suite of Metrics for Scoring Step-by-Step Reasoning O. Yu. Golovneva Moya Chen Spencer Poff Martin Corredor Luke Zettlemoyer Maryam Fazel-Zarandi Asli Celikyilmaz ReLM LRM 91 152 0 15 Dec 2022
Large Language Models Can Self-Improve Jiaxin Huang S. Gu Le Hou Yuexin Wu Xuezhi Wang Hongkun Yu Jiawei Han ReLM AI4MH LRM 197 612 0 20 Oct 2022
Generating Natural Language Proofs with Verifier-Guided Search Kaiyu Yang Jia Deng Danqi Chen LRM 97 72 0 25 May 2022
STaR: Bootstrapping Reasoning With Reasoning E. Zelikman Yuhuai Wu Jesse Mu Noah D. Goodman ReLM LRM 144 508 0 28 Mar 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 836 9,644 0 28 Jan 2022
Show Your Work: Scratchpads for Intermediate Computation with Language Models Maxwell Nye Anders Andreassen Guy Gur-Ari Henryk Michalewski Jacob Austin ... Aitor Lewkowycz Maarten Bosma D. Luan Charles Sutton Augustus Odena ReLM LRM 183 753 0 30 Nov 2021
Training Verifiers to Solve Math Word Problems K. Cobbe V. Kosaraju Mohammad Bavarian Mark Chen Heewoo Jun ... Jerry Tworek Jacob Hilton Reiichiro Nakano Christopher Hesse John Schulman ReLM OffRL LRM 339 4,569 0 27 Oct 2021
Flow Network based Generative Models for Non-Iterative Diverse Candidate Generation Emmanuel Bengio Moksh Jain Maksym Korablyov Doina Precup Yoshua Bengio 103 333 0 08 Jun 2021
Language Models as Knowledge Bases? Fabio Petroni Tim Rocktaschel Patrick Lewis A. Bakhtin Yuxiang Wu Alexander H. Miller Sebastian Riedel KELM AI4MH 576 2,674 0 03 Sep 2019
Explain Yourself! Leveraging Language Models for Commonsense Reasoning Nazneen Rajani Bryan McCann Caiming Xiong R. Socher ReLM LRM 84 566 0 06 Jun 2019
e-SNLI: Natural Language Inference with Natural Language Explanations Oana-Maria Camburu Tim Rocktaschel Thomas Lukasiewicz Phil Blunsom LRM 417 640 0 04 Dec 2018