Large Language Models Cannot Self-Correct Reasoning Yet

3 October 2023

Papers citing "Large Language Models Cannot Self-Correct Reasoning Yet"

30 / 80 papers shown

Title
Towards Detecting LLMs Hallucination via Markov Chain-based Multi-agent Debate Framework Xiaoxi Sun Jinpeng Li Yan Zhong Dongyan Zhao Rui Yan LLMAG HILM 29 5 0 05 Jun 2024
Re-ReST: Reflection-Reinforced Self-Training for Language Agents Zi-Yi Dou Cheng-Fu Yang Xueqing Wu Kai-Wei Chang Nanyun Peng LRM 86 7 0 03 Jun 2024
RLSF: Reinforcement Learning via Symbolic Feedback Piyush Jha Prithwish Jana Arnav Arora Vijay Ganesh LRM 36 3 0 26 May 2024
Detecting Fallacies in Climate Misinformation: A Technocognitive Approach to Identifying Misleading Argumentation Francisco Zanartu John Cook Markus Wagner Julian Garcia 34 2 0 14 May 2024
LLMs can Find Mathematical Reasoning Mistakes by Pedagogical Chain-of-Thought Zhuoxuan Jiang Haoyuan Peng Shanshan Feng Fan Li Dongsheng Li LRM KELM 35 12 0 09 May 2024
Chain of Thoughtlessness? An Analysis of CoT in Planning Kaya Stechly Karthik Valmeekam Subbarao Kambhampati LRM LM&Ro 59 37 0 08 May 2024
Testing and Understanding Erroneous Planning in LLM Agents through Synthesized User Inputs Zhenlan Ji Daoyuan Wu Pingchuan Ma Zongjie Li Shuai Wang LLMAG 40 3 0 27 Apr 2024
Small Language Models Need Strong Verifiers to Self-Correct Reasoning Yunxiang Zhang Muhammad Khalifa Lajanugen Logeswaran Jaekyeom Kim Moontae Lee Honglak Lee Lu Wang LRM KELM ReLM 23 31 0 26 Apr 2024
A Survey on Self-Evolution of Large Language Models Zhengwei Tao Ting-En Lin Xiancai Chen Hangyu Li Yuchuan Wu Yongbin Li Zhi Jin Fei Huang Dacheng Tao Jingren Zhou LRM LM&Ro 49 21 0 22 Apr 2024
When Hindsight is Not 20/20: Testing Limits on Reflective Thinking in Large Language Models Yanhong Li Chenghao Yang Allyson Ettinger ReLM LRM LLMAG 26 6 0 14 Apr 2024
Online Safety Analysis for LLMs: a Benchmark, an Assessment, and a Path Forward Xuan Xie Jiayang Song Zhehua Zhou Yuheng Huang Da Song Lei Ma OffRL 35 6 0 12 Apr 2024
BBA: Bi-Modal Behavioral Alignment for Reasoning with Large Vision-Language Models Xueliang Zhao Xinting Huang Tingchen Fu Qintong Li Shansan Gong Lemao Liu Wei Bi Lingpeng Kong LRM 33 1 0 21 Feb 2024
Puzzle Solving using Reasoning of Large Language Models: A Survey Panagiotis Giadikiaroglou Maria Lymperaiou Giorgos Filandrianos Giorgos Stamou ELM ReLM LRM 11 24 0 17 Feb 2024
Towards Unified Alignment Between Agents, Humans, and Environment Zonghan Yang An Liu Zijun Liu Kai Liu Fangzhou Xiong ... Zhenhe Zhang Fuwen Luo Zhicheng Guo Peng Li Yang Liu 24 4 0 12 Feb 2024
UrbanKGent: A Unified Large Language Model Agent Framework for Urban Knowledge Graph Construction Yansong NING Hao Liu LLMAG 27 2 0 10 Feb 2024
Prompting Fairness: Artificial Intelligence as Game Players Jazmia Henry 17 0 0 08 Feb 2024
MR-GSM8K: A Meta-Reasoning Benchmark for Large Language Model Evaluation Zhongshen Zeng Pengguang Chen Shu Liu Haiyun Jiang Jiaya Jia ReLM ELM LRM 32 18 0 28 Dec 2023
Universal Self-Consistency for Large Language Model Generation Xinyun Chen Renat Aksitov Uri Alon Jie Jessie Ren Kefan Xiao Pengcheng Yin Sushant Prakash Charles Sutton Xuezhi Wang Denny Zhou LRM 24 65 0 29 Nov 2023
R-Tuning: Instructing Large Language Models to Say `I Don't Know' Hanning Zhang Shizhe Diao Yong Lin Yi Ren Fung Qing Lian Xingyao Wang Yangyi Chen Heng Ji Tong Zhang UQLM 32 36 0 16 Nov 2023
Structured Chemistry Reasoning with Large Language Models Siru Ouyang Zhuosheng Zhang Bing Yan Xuan Liu Yejin Choi Jiawei Han Lianhui Qin LRM 14 14 0 16 Nov 2023
Self-Contradictory Reasoning Evaluation and Detection Ziyi Liu Isabelle G. Lee Yongkang Du Soumya Sanyal Jieyu Zhao LRM 30 2 0 16 Nov 2023
ADaPT: As-Needed Decomposition and Planning with Language Models Archiki Prasad Alexander Koller Mareike Hartmann Peter Clark Ashish Sabharwal Mohit Bansal Tushar Khot LM&Ro 26 75 0 08 Nov 2023
AutoMix: Automatically Mixing Language Models Pranjal Aggarwal Aman Madaan Ankit Anand Srividya Pranavi Potharaju Swaroop Mishra ... Karthik Kappaganthu Yiming Yang Shyam Upadhyay Manaal Faruqui Mausam 40 17 0 19 Oct 2023
Natural Language Reasoning, A Survey Fei Yu Hongbo Zhang Prayag Tiwari Benyou Wang ReLM LRM 28 49 0 26 Mar 2023
Sparks of Artificial General Intelligence: Early experiments with GPT-4 Sébastien Bubeck Varun Chandrasekaran Ronen Eldan J. Gehrke Eric Horvitz ... Scott M. Lundberg Harsha Nori Hamid Palangi Marco Tulio Ribeiro Yi Zhang ELM AI4MH AI4CE ALM 239 2,232 0 22 Mar 2023
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 291 4,048 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 297 3,217 0 21 Mar 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 303 11,881 0 04 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 315 8,402 0 28 Jan 2022
Extracting Training Data from Large Language Models Nicholas Carlini Florian Tramèr Eric Wallace Matthew Jagielski Ariel Herbert-Voss ... Tom B. Brown D. Song Ulfar Erlingsson Alina Oprea Colin Raffel MLAU SILM 267 1,808 0 14 Dec 2020