Large Language Models are Better Reasoners with Self-Verification

19 December 2022

Jun Zhao

Papers citing "Large Language Models are Better Reasoners with Self-Verification"

50 / 147 papers shown

Title
Iteration of Thought: Leveraging Inner Dialogue for Autonomous Large Language Model Reasoning Santosh Kumar Radha Yasamin Nouri Jelyani Ara Ghukasyan Oktay Goktas LLMAG LM&Ro LRM 38 5 0 19 Sep 2024
CraftRTL: High-quality Synthetic Data Generation for Verilog Code Models with Correct-by-Construction Non-Textual Representations and Targeted Code Repair Mingjie Liu Yun-Da Tsai Wenfei Zhou Haoxing Ren SyDa 3DV 45 6 0 19 Sep 2024
Logic Contrastive Reasoning with Lightweight Large Language Model for Math Word Problems Ding Kai Ma Zhenguo Yan Xiaoran LRM 28 0 0 29 Aug 2024
LLMs are Superior Feedback Providers: Bootstrapping Reasoning for Lie Detection with Self-Generated Feedback Tanushree Banerjee Richard Zhu Runzhe Yang Karthik Narasimhan 40 2 0 25 Aug 2024
Personality Alignment of Large Language Models Minjun Zhu Linyi Yang Yue Zhang Yue Zhang ALM 67 5 0 21 Aug 2024
Enhancing Language Model Rationality with Bi-Directional Deliberation Reasoning Yadong Zhang Shaoguang Mao Wenshan Wu Yan Xia Tao Ge Man Lan Furu Wei 48 3 0 08 Jul 2024
Distilling System 2 into System 1 Ping Yu Jing Xu Jason Weston Ilia Kulikov OffRL LRM 52 58 0 08 Jul 2024
Fine-Tuning with Divergent Chains of Thought Boosts Reasoning Through Self-Correction in Language Models Haritz Puerto Tilek Chubakov Xiaodan Zhu Harish Tayyar Madabushi Iryna Gurevych ReLM LRM 49 9 1 03 Jul 2024
Large Language Models have Intrinsic Self-Correction Ability Dancheng Liu Amir Nassereldine Ziming Yang Chenhui Xu Yuting Hu Jiajie Li Utkarsh Kumar Changjae Lee Jinjun Xiong KELM ReLM LRM 36 10 0 21 Jun 2024
SEC-QA: A Systematic Evaluation Corpus for Financial QA Viet Dac Lai Michael Krumdick Charles Lovering Varshini Reddy Craig W. Schmidt Chris Tanner 50 3 0 20 Jun 2024
Augmenting Query and Passage for Retrieval-Augmented Generation using LLMs for Open-Domain Question Answering Minsang Kim Cheoneum Park Seungjun Baek RALM 32 2 0 20 Jun 2024
A Hopfieldian View-based Interpretation for Chain-of-Thought Reasoning Lijie Hu Liang Liu Shu Yang Xin Chen Hongru Xiao Mengdi Li Pan Zhou Muhammad Asif Ali Di Wang LRM 40 5 0 18 Jun 2024
Can Tool-augmented Large Language Models be Aware of Incomplete Conditions? Seungbin Yang chaeHun Park Taehee Kim Jaegul Choo 46 2 0 18 Jun 2024
Learn Beyond The Answer: Training Language Models with Reflection for Mathematical Reasoning Zhihan Zhang Zhenwen Liang Wenhao Yu Dian Yu Mengzhao Jia Dong Yu Meng Jiang AIMat RALM LRM ReLM 30 12 0 17 Jun 2024
Can I understand what I create? Self-Knowledge Evaluation of Large Language Models Zhiquan Tan Lai Wei Jindong Wang Xing Xie Weiran Huang ELM LRM 35 5 0 10 Jun 2024
Synth-SBDH: A Synthetic Dataset of Social and Behavioral Determinants of Health for Clinical Text Avijit Mitra Emily Druhl Raelene Goodwin Hong Yu 37 2 0 10 Jun 2024
LLMs Are Not Intelligent Thinkers: Introducing Mathematical Topic Tree Benchmark for Comprehensive Evaluation of LLMs Arash Gholami Davoodi Seyed Pouyan Mousavi Davoudi Pouya Pezeshkpour ELM LRM 36 3 0 07 Jun 2024
Generalization-Enhanced Code Vulnerability Detection via Multi-Task Instruction Fine-Tuning Xiaohu Du Ming Wen Jiahao Zhu Zifan Xie Bin Ji Huijun Liu Xuanhua Shi Hai Jin 37 14 0 06 Jun 2024
Bi-Chainer: Automated Large Language Models Reasoning with Bidirectional Chaining Shuqi Liu Bowei He Linqi Song LRM 40 1 0 05 Jun 2024
Conditional Language Learning with Context X. Zhang Miao Li Ji Wu 54 3 0 04 Jun 2024
When Can LLMs Actually Correct Their Own Mistakes? A Critical Survey of Self-Correction of LLMs Ryo Kamoi Yusen Zhang Nan Zhang Jiawei Han Rui Zhang LRM 50 57 0 03 Jun 2024
Large Language Models Can Self-Improve At Web Agent Tasks Ajay Patel M. Hofmarcher Claudiu Leoveanu-Condrei Marius-Constantin Dinu Chris Callison-Burch Sepp Hochreiter LLMAG 23 23 0 30 May 2024
MindStar: Enhancing Math Reasoning in Pre-trained LLMs at Inference Time Jikun Kang Xin Zhe Li Xi Chen Amirreza Kazemi Qianyi Sun ... Xu He Quan He Feng Wen Jianye Hao Jun Yao LRM ReLM 34 16 0 25 May 2024
GeneAgent: Self-verification Language Agent for Gene Set Knowledge Discovery using Domain Databases Zhizheng Wang Qiao Jin Chih-Hsuan Wei Shubo Tian Po-Ting Lai Qingqing Zhu Chi-Ping Day Christina Ross Zhiyong Lu LLMAG 30 8 0 25 May 2024
Large Language Models Can Self-Correct with Minimal Effort Zhenyu Wu Qingkai Zeng Zhihan Zhang Zhaoxuan Tan Chao Shen Meng Jiang KELM LRM ReLM 43 3 0 23 May 2024
LoRA Learns Less and Forgets Less D. Biderman Jose Javier Gonzalez Ortiz Jacob P. Portes Mansheej Paul Philip Greengard ... Sam Havens Vitaliy Chiley Jonathan Frankle Cody Blakeney John P. Cunningham CLL 35 110 0 15 May 2024
MuMath-Code: Combining Tool-Use Large Language Models with Multi-perspective Data Augmentation for Mathematical Reasoning Shuo Yin Weihao You Zhilong Ji Guoqiang Zhong Jinfeng Bai LRM SyDa 37 9 0 13 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 46 12 0 09 May 2024
AlphaMath Almost Zero: process Supervision without process Guoxin Chen Minpeng Liao Chengxi Li Kai Fan AIMat LRM 29 83 0 06 May 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 31 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 57 22 0 22 Apr 2024
MiniCheck: Efficient Fact-Checking of LLMs on Grounding Documents Liyan Tang Philippe Laban Greg Durrett HILM SyDa 43 76 0 16 Apr 2024
$$\texttt{LM}^\texttt{2}$: A Simple Society of Language Models Solves Complex Reasoning$ $\texttt{LM}^\texttt{2}$ : A Simple Society of Language Models Solves Complex Reasoning Gurusha Juneja Subhabrata Dutta Tanmoy Chakraborty ReLM LRM 27 2 0 02 Apr 2024
Multi-Conditional Ranking with Large Language Models Pouya Pezeshkpour Estevam R. Hruschka LRM 37 1 0 30 Mar 2024
Think Twice Before Trusting: Self-Detection for Large Language Models through Comprehensive Answer Reflection Moxin Li Wenjie Wang Fuli Feng Fengbin Zhu Qifan Wang Tat-Seng Chua HILM LRM 46 13 0 15 Mar 2024
Renovating Names in Open-Vocabulary Segmentation Benchmarks Haiwen Huang Songyou Peng Dan Zhang Andreas Geiger VLM 37 3 0 14 Mar 2024
Sora as an AGI World Model? A Complete Survey on Text-to-Video Generation Joseph Cho Fachrina Dewi Puspitasari Sheng Zheng Jingyao Zheng Lik-Hang Lee Tae-Ho Kim Choong Seon Hong Chaoning Zhang EGVM VGen 36 40 0 08 Mar 2024
Cause and Effect: Can Large Language Models Truly Understand Causality? Swagata Ashwani Kshiteesh Hegde Nishith Reddy Mannuru Mayank Jindal Dushyant Singh Sengar Krishna Chaitanya Rao Kathala Dishant Banga Vinija Jain Aman Chadha LRM 43 18 0 28 Feb 2024
Learning to Check: Unleashing Potentials for Self-Correction in Large Language Models Che Zhang Zhenyang Xiao Chengcheng Han Yixin Lian Yuejian Fang LRM 30 0 0 20 Feb 2024
A Chinese Dataset for Evaluating the Safeguards in Large Language Models Yuxia Wang Zenan Zhai Haonan Li Xudong Han Lizhi Lin Zhenxuan Zhang Jingru Zhao Preslav Nakov Timothy Baldwin 44 9 0 19 Feb 2024
Puzzle Solving using Reasoning of Large Language Models: A Survey Panagiotis Giadikiaroglou Maria Lymperaiou Giorgos Filandrianos Giorgos Stamou ELM ReLM LRM 19 24 0 17 Feb 2024
Can Separators Improve Chain-of-Thought Prompting? Yoonjeong Park Hyunjin Kim Chanyeol Choi Junseong Kim Jy-yong Sohn LRM ReLM 21 2 0 16 Feb 2024
On the Self-Verification Limitations of Large Language Models on Reasoning and Planning Tasks Kaya Stechly Karthik Valmeekam Subbarao Kambhampati ReLM LRM 30 49 0 12 Feb 2024
LLMs Can't Plan, But Can Help Planning in LLM-Modulo Frameworks Subbarao Kambhampati Karthik Valmeekam L. Guan Mudit Verma Kaya Stechly Siddhant Bhambri Lucas Saldyt Anil Murthy LRM 92 108 0 02 Feb 2024
SymbolicAI: A framework for logic-based approaches combining generative models and solvers Marius-Constantin Dinu Claudiu Leoveanu-Condrei Markus Holzleitner Werner Zellinger Sepp Hochreiter 43 10 0 01 Feb 2024
Deductive Beam Search: Decoding Deducible Rationale for Chain-of-Thought Reasoning Tinghui Zhu Kai Zhang Jian Xie Yu-Chuan Su LRM 28 14 0 31 Jan 2024
Demystifying Chains, Trees, and Graphs of Thoughts Maciej Besta Florim Memedi Zhenyu Zhang Robert Gerstenberger Guangyuan Piao ... Aleš Kubíček H. Niewiadomski Aidan O'Mahony Onur Mutlu Torsten Hoefler AI4CE LRM 75 27 0 25 Jan 2024
Visualization Generation with Large Language Models: An Evaluation Guozheng Li Xinyu Wang Gerile Aodeng Shunyuan Zheng Yu Zhang Chuangxin Ou Song Wang Chi Harold Liu 21 27 0 20 Jan 2024
MARIO: MAth Reasoning with code Interpreter Output -- A Reproducible Pipeline Minpeng Liao Wei Luo Chengxi Li Jing Wu Kai Fan LRM 40 38 0 16 Jan 2024
I am a Strange Dataset: Metalinguistic Tests for Language Models Tristan Thrush Jared Moore Miguel Monares Christopher Potts Douwe Kiela 19 5 0 10 Jan 2024