When Can LLMs Actually Correct Their Own Mistakes? A Critical Survey of
Self-Correction of LLMs

When Can LLMs Actually Correct Their Own Mistakes? A Critical Survey of Self-Correction of LLMs

3 June 2024

Papers citing "When Can LLMs Actually Correct Their Own Mistakes? A Critical Survey of Self-Correction of LLMs"

19 / 19 papers shown

Title
Sailing AI by the Stars: A Survey of Learning from Rewards in Post-Training and Test-Time Scaling of Large Language Models Xiaobao Wu LRM 60 0 0 05 May 2025
MINERVA: Evaluating Complex Video Reasoning Arsha Nagrani Sachit Menon Ahmet Iscen Shyamal Buch Ramin Mehran ... Yukun Zhu Carl Vondrick Mikhail Sirotenko Cordelia Schmid Tobias Weyand 48 0 0 01 May 2025
Self-Taught Self-Correction for Small Language Models Viktor Moskvoretskii Chris Biemann Irina Nikishina LRM 59 0 0 11 Mar 2025
Intent-Aware Self-Correction for Mitigating Social Biases in Large Language Models Panatchakorn Anantaprayoon Masahiro Kaneko Naoaki Okazaki LRM KELM 50 0 0 08 Mar 2025
LLMs Can Generate a Better Answer by Aggregating Their Own Responses Zichong Li Xinyu Feng Yuheng Cai Zixuan Zhang Tianyi Liu Chen Liang Weizhu Chen Haoyu Wang T. Zhao LRM 43 1 0 06 Mar 2025
Generator-Assistant Stepwise Rollback Framework for Large Language Model Agent Xingzuo Li Kehai Chen Yunfei Long X. Bai Yong-mei Xu Min Zhang LRM LLMAG 67 1 0 04 Mar 2025
S^3cMath: Spontaneous Step-level Self-correction Makes Large Language Models Better Mathematical Reasoners Yuchen Yan Jin Jiang Yang Liu Yixin Cao Xin Xu M. Zhang Xunliang Cai Jian Shao ReLM LRM KELM 108 7 0 21 Feb 2025
Reasoning-as-Logic-Units: Scaling Test-Time Reasoning in Large Language Models Through Logic Unit Alignment Cheryl Li Tianyuan Xu Yiwen Guo LRM 62 2 0 05 Feb 2025
Self-Correction is More than Refinement: A Learning Framework for Visual and Language Reasoning Tasks Jiayi He Hehai Lin Q. Wang Yi Ren Fung Heng Ji ReLM LRM 83 3 0 05 Oct 2024
GPT-4 Doesn't Know It's Wrong: An Analysis of Iterative Prompting for Reasoning Problems Kaya Stechly Matthew Marquez Subbarao Kambhampati LRM 150 84 0 19 Oct 2023
Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection Akari Asai Zeqiu Wu Yizhong Wang Avirup Sil Hannaneh Hajishirzi RALM 135 600 0 17 Oct 2023
How Language Model Hallucinations Can Snowball Muru Zhang Ofir Press William Merrill Alisa Liu Noah A. Smith HILM LRM 75 171 0 22 May 2023
Can Large Language Models Be an Alternative to Human Evaluations? Cheng-Han Chiang Hung-yi Lee ALM LM&MA 201 559 0 03 May 2023
Self-Evaluation Guided Beam Search for Reasoning Yuxi Xie Kenji Kawaguchi Yiran Zhao Xu Zhao MingSung Kan Junxian He Qizhe Xie LRM 153 128 0 01 May 2023
Entailer: Answering Questions with Faithful and Truthful Chains of Reasoning Oyvind Tafjord Bhavana Dalvi Peter Clark ReLM KELM LRM 46 40 0 21 Oct 2022
Maieutic Prompting: Logically Consistent Reasoning with Recursive Explanations Jaehun Jung Lianhui Qin Sean Welleck Faeze Brahman Chandra Bhagavatula Ronan Le Bras Yejin Choi ReLM LRM 201 157 0 24 May 2022
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 282 3,163 0 21 Mar 2022
Self-Diagnosis and Self-Debiasing: A Proposal for Reducing Corpus-Based Bias in NLP Timo Schick Sahana Udupa Hinrich Schütze 248 374 0 28 Feb 2021
Factual Error Correction for Abstractive Summarization Models Mengyao Cao Yue Dong Jiapeng Wu Jackie C.K. Cheung HILM KELM 167 139 0 17 Oct 2020