Faithful Chain-of-Thought Reasoning

31 January 2023

Marianna Apidianaki

Papers citing "Faithful Chain-of-Thought Reasoning"

50 / 153 papers shown

Title
Evaluating Mathematical Reasoning of Large Language Models: A Focus on Error Identification and Correction Xiaoyuan Li Wenjie Wang Moxin Li Junrong Guo Yang Zhang Fuli Feng ELM LRM 33 15 0 02 Jun 2024
A Closer Look at Logical Reasoning with LLMs: The Choice of Tool Matters Long Hei Matthew Lam Ramya Keerthy Thatikonda Ehsan Shareghi ELM LRM 42 1 0 01 Jun 2024
SaySelf: Teaching LLMs to Express Confidence with Self-Reflective Rationales Tianyang Xu Shujin Wu Shizhe Diao Xiaoze Liu Xingyao Wang Yangyi Chen Jing Gao LRM 29 27 0 31 May 2024
PDDLEGO: Iterative Planning in Textual Environments Li Zhang Peter Alexander Jansen Tianyi Zhang Peter Clark Chris Callison-Burch Niket Tandon LM&Ro 39 4 0 30 May 2024
Calibrating Reasoning in Language Models with Internal Consistency Zhihui Xie Jizhou Guo Tong Yu Shuai Li LRM 51 9 0 29 May 2024
LLM-Generated Black-box Explanations Can Be Adversarially Helpful R. Ajwani Shashidhar Reddy Javaji Frank Rudzicz Zining Zhu AAML 40 6 0 10 May 2024
Chain of Thoughtlessness? An Analysis of CoT in Planning Kaya Stechly Karthik Valmeekam Subbarao Kambhampati LRM LM&Ro 75 38 0 08 May 2024
LLM Reasoners: New Evaluation, Library, and Analysis of Step-by-Step Reasoning with Large Language Models Shibo Hao Yi Gu Haotian Luo Tianyang Liu Xiyan Shao ... Haodi Ma Adithya Samavedhi Qiyue Gao Zhen Wang Zhiting Hu LRM ELM 92 1 0 08 Apr 2024
Towards Generalizable and Faithful Logic Reasoning over Natural Language via Resolution Refutation Zhouhao Sun Xiao Ding LI DU Bibo Cai Jin-Fang Gao Ting Liu Bing Qin LRM ReLM 34 0 0 02 Apr 2024
A Theory for Length Generalization in Learning to Reason Changnan Xiao Bing Liu LRM 44 8 0 31 Mar 2024
Learning From Correctness Without Prompting Makes LLM Efficient Reasoner Yuxuan Yao Han Wu Zhijiang Guo Biyan Zhou Jiahui Gao Sichun Luo Hanxu Hou Xiaojin Fu Linqi Song LLMAG LRM 42 9 0 28 Mar 2024
Can Language Models Pretend Solvers? Logic Code Simulation with LLMs Minyu Chen Guoqiang Li Ling-I Wu Ruibang Liu Yuxin Su Xi Chang Jianxin Xue LLMAG ELM LRM 37 0 0 24 Mar 2024
Dr3: Ask Large Language Models Not to Give Off-Topic Answers in Open Domain Multi-Hop Question Answering Yuan Gao Yiheng Zhu Yuanbin Cao Yinzhi Zhou Zhen Wu Yujie Chen Shenglan Wu Haoyuan Hu Xinyu Dai LRM 49 2 0 19 Mar 2024
Bias-Augmented Consistency Training Reduces Biased Reasoning in Chain-of-Thought James Chua Edward Rees Hunar Batra Samuel R. Bowman Julian Michael Ethan Perez Miles Turpin LRM 41 13 0 08 Mar 2024
Causal Prompting: Debiasing Large Language Model Prompting based on Front-Door Adjustment Congzhi Zhang Linhai Zhang Jialong Wu Deyu Zhou Guoqiang Xu CML AI4CE LRM 44 15 0 05 Mar 2024
Focus on Your Question! Interpreting and Mitigating Toxic CoT Problems in Commonsense Reasoning Jiachun Li Pengfei Cao Chenhao Wang Zhuoran Jin Yubo Chen Daojian Zeng Kang Liu Jun Zhao LRM 48 8 0 28 Feb 2024
Hint-before-Solving Prompting: Guiding LLMs to Effectively Utilize Encoded Knowledge Jinlan Fu Shenzhen Huangfu Hang Yan See-Kiong Ng Xipeng Qiu LRM 50 7 0 22 Feb 2024
Making Reasoning Matter: Measuring and Improving Faithfulness of Chain-of-Thought Reasoning Debjit Paul Robert West Antoine Bosselut Boi Faltings ReLM LRM 33 21 0 21 Feb 2024
Calibrating Large Language Models with Sample Consistency Qing Lyu Kumar Shridhar Chaitanya Malaviya Li Zhang Yanai Elazar Niket Tandon Marianna Apidianaki Mrinmaya Sachan Chris Callison-Burch 43 23 0 21 Feb 2024
Comparing Inferential Strategies of Humans and Large Language Models in Deductive Reasoning Philipp Mondorf Barbara Plank LRM 34 9 0 20 Feb 2024
An Empirical Categorization of Prompting Techniques for Large Language Models: A Practitioner's Guide Oluwole Fagbohun Rachel M. Harrison Anton Dereventsov 49 6 0 18 Feb 2024
Direct Evaluation of Chain-of-Thought in Multi-hop Reasoning with Knowledge Graphs Minh-Vuong Nguyen Linhao Luo Fatemeh Shiri Dinh Q. Phung Yuan-Fang Li Thuy-Trang Vu Gholamreza Haffari KELM LRM 31 9 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
OpenToM: A Comprehensive Benchmark for Evaluating Theory-of-Mind Reasoning Capabilities of Large Language Models Hainiu Xu Runcong Zhao Lixing Zhu Jinhua Du Yulan He 81 18 0 08 Feb 2024
FaithLM: Towards Faithful Explanations for Large Language Models Yu-Neng Chuang Guanchu Wang Chia-Yuan Chang Ruixiang Tang Shaochen Zhong Fan Yang Mengnan Du Xuanting Cai Xia Hu LRM 77 0 0 07 Feb 2024
Understanding the Effect of Noise in LLM Training Data with Algorithmic Chains of Thought Alex Havrilla Maia Iyer 19 7 0 06 Feb 2024
TrustAgent: Towards Safe and Trustworthy LLM-based Agents through Agent Constitution Wenyue Hua Xianjun Yang Zelong Li Cheng Wei Yongfeng Zhang LLMAG 35 4 0 02 Feb 2024
Distilling LLMs' Decomposition Abilities into Compact Language Models Denis Tarasov Kumar Shridhar SyDa OffRL LRM 48 2 0 02 Feb 2024
Enhancing Ethical Explanations of Large Language Models through Iterative Symbolic Refinement Xin Quan Marco Valentino Louise A. Dennis André Freitas LRM 25 11 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
ReGAL: Refactoring Programs to Discover Generalizable Abstractions Elias Stengel-Eskin Archiki Prasad Mohit Bansal 25 13 0 29 Jan 2024
Towards Goal-oriented Prompt Engineering for Large Language Models: A Survey Haochen Li Jonathan Leung Zhiqi Shen LM&MA LLMAG LRM 23 0 0 25 Jan 2024
Code Prompting Elicits Conditional Reasoning Abilities in Text+Code LLMs Haritz Puerto Martin Tutek Somak Aditya Xiaodan Zhu Iryna Gurevych ReCod ReLM LRM 50 9 0 18 Jan 2024
If LLM Is the Wizard, Then Code Is the Wand: A Survey on How Code Empowers Large Language Models to Serve as Intelligent Agents Ke Yang Jiateng Liu John Wu Chaoqi Yang Yi Ren Fung ... Xu Cao Xingyao Wang Yiquan Wang Heng Ji Chengxiang Zhai LLMAG ELM 26 75 0 01 Jan 2024
SimLM: Can Language Models Infer Parameters of Physical Systems? Sean Memery Mirella Lapata Kartic Subr LRM AI4CE 22 2 0 21 Dec 2023
From Good to Great: Improving Math Reasoning with Tool-Augmented Interleaf Prompting Nuo Chen Hongguang Li Baoyuan Wang Jia Li RALM ReLM LRM 20 7 0 18 Dec 2023
Exchange-of-Thought: Enhancing Large Language Model Capabilities through Cross-Model Communication Zhangyue Yin Qiushi Sun Cheng Chang Qipeng Guo Junqi Dai Xuanjing Huang Xipeng Qiu LRM 50 49 0 04 Dec 2023
Conditions for Length Generalization in Learning Reasoning Skills Changnan Xiao Bing Liu LRM 37 7 0 22 Nov 2023
From Wrong To Right: A Recursive Approach Towards Vision-Language Explanation Jiaxin Ge Sanjay Subramanian Trevor Darrell Boyi Li LRM 29 4 0 21 Nov 2023
Meta Prompting for AI Systems Yifan Zhang Yang Yuan Andrew Chi-Chih Yao LLMAG LRM 23 5 0 20 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
Program-Aided Reasoners (better) Know What They Know Anubha Kabra Sanketh Rangreji Yash Mathur Aman Madaan Emmy Liu Graham Neubig LRM 29 0 0 16 Nov 2023
Neuro-Symbolic Integration Brings Causal and Reliable Reasoning Proofs Sen Yang Xin Li Leyang Cui Li Bing Wai Lam LRM NAI 36 15 0 16 Nov 2023
The Role of Chain-of-Thought in Complex Vision-Language Reasoning Task Yifan Wu Pengchuan Zhang Wenhan Xiong Barlas Oğuz James C. Gee Yixin Nie LRM 29 16 0 15 Nov 2023
StrategyLLM: Large Language Models as Strategy Generators, Executors, Optimizers, and Evaluators for Problem Solving Chang Gao Haiyun Jiang Deng Cai Shuming Shi Wai Lam LRM 31 3 0 15 Nov 2023
Predicting Text Preference Via Structured Comparative Reasoning Jing Nathan Yan Tianqi Liu Justin T Chiu Jiaming Shen Zhen Qin ... Charumathi Lakshmanan Y. Kurzion Alexander M. Rush Jialu Liu Michael Bendersky LRM 38 7 0 14 Nov 2023
The ART of LLM Refinement: Ask, Refine, and Trust Kumar Shridhar Koustuv Sinha Andrew Cohen Tianlu Wang Ping Yu Ramakanth Pasunuru Mrinmaya Sachan Jason Weston Asli Celikyilmaz LLMAG ReLM LRM 29 24 0 14 Nov 2023
It's Not Easy Being Wrong: Large Language Models Struggle with Process of Elimination Reasoning Nishant Balepur Shramay Palta Rachel Rudinger LRM 18 7 0 13 Nov 2023
On Measuring Faithfulness or Self-consistency of Natural Language Explanations Letitia Parcalabescu Anette Frank LRM 69 20 0 13 Nov 2023
Language Models can be Logical Solvers Jiazhan Feng Ruochen Xu Junheng Hao Hiteshi Sharma Yelong Shen Dongyan Zhao Weizhu Chen ReLM LRM ELM 47 23 0 10 Nov 2023