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"

47 / 147 papers shown

Title
DCR: Divide-and-Conquer Reasoning for Multi-choice Question Answering with LLMs Zijie Meng Yan Zhang Zhaopeng Feng Zuozhu Liu LRM 27 4 0 10 Jan 2024
Gemini in Reasoning: Unveiling Commonsense in Multimodal Large Language Models Yuqing Wang Yun Zhao VLM ReLM LRM 26 22 0 29 Dec 2023
G-LLaVA: Solving Geometric Problem with Multi-Modal Large Language Model Jiahui Gao Renjie Pi Jipeng Zhang Jiacheng Ye Wanjun Zhong ... Lanqing Hong Jianhua Han Hang Xu Zhenguo Li Lingpeng Kong SyDa ReLM LRM 44 96 0 18 Dec 2023
TinyGSM: achieving >80% on GSM8k with small language models Bingbin Liu Sébastien Bubeck Ronen Eldan Janardhan Kulkarni Yuanzhi Li Anh Nguyen Rachel A. Ward Yi Zhang ALM 24 47 0 14 Dec 2023
Fewer is More: Boosting LLM Reasoning with Reinforced Context Pruning Xijie Huang Li Lyna Zhang Kwang-Ting Cheng Fan Yang Mao Yang LRM ReLM 24 8 0 14 Dec 2023
FlowZero: Zero-Shot Text-to-Video Synthesis with LLM-Driven Dynamic Scene Syntax Yu Lu Linchao Zhu Hehe Fan Yi Yang VGen DiffM 27 13 0 27 Nov 2023
Surpassing GPT-4 Medical Coding with a Two-Stage Approach Zhichao Yang S. S. Batra Joel Stremmel Eran Halperin ELM 29 5 0 22 Nov 2023
Igniting Language Intelligence: The Hitchhiker's Guide From Chain-of-Thought Reasoning to Language Agents Zhuosheng Zhang Yao Yao Aston Zhang Xiangru Tang Xinbei Ma ... Yiming Wang Mark B. Gerstein Rui Wang Gongshen Liu Hai Zhao LLMAG LM&Ro LRM 42 53 0 20 Nov 2023
OVM, Outcome-supervised Value Models for Planning in Mathematical Reasoning Fei Yu Anningzhe Gao Benyou Wang OffRL LRM 17 42 0 16 Nov 2023
Towards A Unified View of Answer Calibration for Multi-Step Reasoning Shumin Deng Ningyu Zhang Nay Oo Bryan Hooi LRM 48 1 0 15 Nov 2023
LLMs cannot find reasoning errors, but can correct them given the error location Gladys Tyen Hassan Mansoor Victor Carbune Peter Chen Tony Mak LRM 17 71 0 14 Nov 2023
Fast Chain-of-Thought: A Glance of Future from Parallel Decoding Leads to Answers Faster Hongxuan Zhang Zhining Liu Yao Zhao Jiaqi Zheng Chenyi Zhuang Jinjie Gu Guihai Chen LRM MLLM 20 1 0 14 Nov 2023
SAIE Framework: Support Alone Isn't Enough -- Advancing LLM Training with Adversarial Remarks Mengsay Loem Masahiro Kaneko Naoaki Okazaki LRM 24 5 0 14 Nov 2023
PreWoMe: Exploiting Presuppositions as Working Memory for Long Form Question Answering Wookje Han Jinsol Park Kyungjae Lee 28 3 0 24 Oct 2023
A Communication Theory Perspective on Prompting Engineering Methods for Large Language Models Yuanfeng Song Yuanqin He Xuefang Zhao Hanlin Gu Di Jiang Haijun Yang Lixin Fan Qiang Yang 32 3 0 24 Oct 2023
Prompt Engineering Through the Lens of Optimal Control Yifan Luo Yiming Tang Chengfeng Shen Zhennan Zhou Bin Dong OffRL 38 6 0 22 Oct 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 42 17 0 19 Oct 2023
Let's reward step by step: Step-Level reward model as the Navigators for Reasoning Qianli Ma Haotian Zhou Tingkai Liu Jianbo Yuan Pengfei Liu Yang You Hongxia Yang LRM 32 43 0 16 Oct 2023
KwaiYiiMath: Technical Report Jia-Yi Fu Lei Lin Xiaoyang Gao Pengli Liu Zhengzong Chen ... Zijia Lin Fuzheng Zhang Zhongyuan Wang Di Zhang Kun Gai LRM ReLM RALM 51 2 0 11 Oct 2023
Generalizable Chain-of-Thought Prompting in Mixed-task Scenarios with Large Language Models Anni Zou Zhuosheng Zhang Hai Zhao Xiangru Tang LRM ReLM 42 2 0 10 Oct 2023
LLM-Coordination: Evaluating and Analyzing Multi-agent Coordination Abilities in Large Language Models Saaket Agashe Yue Fan Anthony Reyna Xin Wang LLMAG LRM 102 10 0 05 Oct 2023
Fill in the Blank: Exploring and Enhancing LLM Capabilities for Backward Reasoning in Math Word Problems Aniruddha Deb Neeva Oza Sarthak Singla Dinesh Khandelwal Dinesh Garg Parag Singla 21 8 0 03 Oct 2023
Adaptive-Solver Framework for Dynamic Strategy Selection in Large Language Model Reasoning Jianpeng Zhou Wanjun Zhong Yanlin Wang Jiahai Wang LRM 31 7 0 01 Oct 2023
MetaMath: Bootstrap Your Own Mathematical Questions for Large Language Models L. Yu Weisen Jiang Han Shi Jincheng Yu Zhengying Liu Yu Zhang James T. Kwok Zheng Li Adrian Weller Weiyang Liu OSLM LRM 41 329 0 21 Sep 2023
SCREWS: A Modular Framework for Reasoning with Revisions K. Shridhar Harsh Jhamtani Hao Fang Benjamin Van Durme Jason Eisner Patrick Xia KELM LRM 30 14 0 20 Sep 2023
EchoPrompt: Instructing the Model to Rephrase Queries for Improved In-context Learning Rajasekhar Reddy Mekala Yasaman Razeghi Sameer Singh LRM 28 9 0 16 Sep 2023
Large Language Models Should Ask Clarifying Questions to Increase Confidence in Generated Code Jiexi Wu 26 3 0 25 Aug 2023
Large Language Models Sensitivity to The Order of Options in Multiple-Choice Questions Pouya Pezeshkpour Estevam R. Hruschka LRM 20 126 0 22 Aug 2023
Solving Challenging Math Word Problems Using GPT-4 Code Interpreter with Code-based Self-Verification Aojun Zhou Ke Wang Zimu Lu Weikang Shi Sichun Luo ... Shaoqing Lu Anya Jia Linqi Song Mingjie Zhan Hongsheng Li ReLM LRM 36 145 0 15 Aug 2023
Forward-Backward Reasoning in Large Language Models for Mathematical Verification Weisen Jiang Han Shi L. Yu Zheng Liu Yu Zhang Zhenguo Li James T. Kwok LRM 42 25 0 15 Aug 2023
Automatically Correcting Large Language Models: Surveying the landscape of diverse self-correction strategies Liangming Pan Michael Stephen Saxon Wenda Xu Deepak Nathani Xinyi Wang William Yang Wang KELM LRM 44 201 0 06 Aug 2023
Pareto Optimal Learning for Estimating Large Language Model Errors Theodore Zhao Mu-Hsin Wei J. S. Preston Hoifung Poon 19 6 0 28 Jun 2023
A Survey of Safety and Trustworthiness of Large Language Models through the Lens of Verification and Validation Xiaowei Huang Wenjie Ruan Wei Huang Gao Jin Yizhen Dong ... Sihao Wu Peipei Xu Dengyu Wu André Freitas Mustafa A. Mustafa ALM 39 82 0 19 May 2023
TrueTeacher: Learning Factual Consistency Evaluation with Large Language Models Zorik Gekhman Jonathan Herzig Roee Aharoni Chen Elkind Idan Szpektor HILM ELM 29 71 0 18 May 2023
Mastering Symbolic Operations: Augmenting Language Models with Compiled Neural Networks Yixuan Weng Minjun Zhu Fei Xia Bin Li Shizhu He Kang Liu Jun Zhao 33 5 0 04 Apr 2023
Manifestations of Xenophobia in AI Systems Nenad Tomašev J. L. Maynard Iason Gabriel 24 9 0 15 Dec 2022
Ask Me Anything: A simple strategy for prompting language models Simran Arora A. Narayan Mayee F. Chen Laurel J. Orr Neel Guha Kush S. Bhatia Ines Chami Frederic Sala Christopher Ré ReLM LRM 217 208 0 05 Oct 2022
Language Models Are Greedy Reasoners: A Systematic Formal Analysis of Chain-of-Thought Abulhair Saparov He He ELM LRM ReLM 121 275 0 03 Oct 2022
Complexity-Based Prompting for Multi-Step Reasoning Yao Fu Hao-Chun Peng Ashish Sabharwal Peter Clark Tushar Khot ReLM LRM 162 414 0 03 Oct 2022
What Makes Pre-trained Language Models Better Zero-shot Learners? Jinghui Lu Dongsheng Zhu Weidong Han Rui Zhao Brian Mac Namee Fei Tan 39 21 0 30 Sep 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 314 3,248 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 319 11,953 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 382 8,495 0 28 Jan 2022
Reasoning Like Program Executors Xinyu Pi Qian Liu Bei Chen Morteza Ziyadi Zeqi Lin Qiang Fu Yan Gao Jian-Guang Lou Weizhu Chen ReLM LRM 248 52 0 27 Jan 2022
Human Parity on CommonsenseQA: Augmenting Self-Attention with External Attention Yichong Xu Chenguang Zhu Shuohang Wang Siqi Sun Hao Cheng Xiaodong Liu Jianfeng Gao Pengcheng He Michael Zeng Xuedong Huang LRM 254 55 0 06 Dec 2021
Turning Tables: Generating Examples from Semi-structured Tables for Endowing Language Models with Reasoning Skills Ori Yoran Alon Talmor Jonathan Berant ReLM LRM 183 53 0 15 Jul 2021
Did Aristotle Use a Laptop? A Question Answering Benchmark with Implicit Reasoning Strategies Mor Geva Daniel Khashabi Elad Segal Tushar Khot Dan Roth Jonathan Berant RALM 250 677 0 06 Jan 2021