Confidence v.s. Critique: A Decomposition of Self-Correction Capability for LLMs

27 December 2024

Papers citing "Confidence v.s. Critique: A Decomposition of Self-Correction Capability for LLMs"

7 / 7 papers shown

Title
RETuning: Upgrading Inference-Time Scaling for Stock Movement Prediction with Large Language Models Xueyuan Lin Cehao Yang Ye Ma Ming Li Rongjunchen Zhang Yang Ni Xiaojun Wu Chengjin Xu Jian Guo Hui Xiong AIFin LRM 122 0 0 24 Oct 2025
Error Notebook-Guided, Training-Free Part Retrieval in 3D CAD Assemblies via Vision-Language Models Yunqing Liu Nan Zhang Zhiming Tan RALM 3DV 162 0 0 01 Sep 2025
A Probabilistic Inference Scaling Theory for LLM Self-Correction Zhe Yang Yichang Zhang Yudong Wang Ziyao Xu Junyang Lin Zhifang Sui LRM 56 1 0 22 Aug 2025
When Do LLMs Admit Their Mistakes? Understanding the Role of Model Belief in Retraction Yuqing Yang Robin Jia KELM LRM 308 2 0 22 May 2025
Process or Result? Manipulated Ending Tokens Can Mislead Reasoning LLMs to Ignore the Correct Reasoning Steps Yu Cui Bryan Hooi Yujun Cai Yiwei Wang LRM 274 8 0 25 Mar 2025
LEMMA: Learning from Errors for MatheMatical Advancement in LLMsAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Zhuoshi Pan Yu Li Honglin Lin Qizhi Pei Zinan Tang Wei Wu Chenlin Ming H. Vicky Zhao Bin Wang Lijun Wu LRM 354 13 0 21 Mar 2025
Table-Critic: A Multi-Agent Framework for Collaborative Criticism and Refinement in Table ReasoningAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Peiying Yu Guoxin Chen Jingjing Wang LLMAG LMTD LRM 351 16 0 17 Feb 2025