Faithful Chain-of-Thought Reasoning

31 January 2023

Marianna Apidianaki

Papers citing "Faithful Chain-of-Thought Reasoning"

50 / 153 papers shown

Title
Reasoning Models Don't Always Say What They Think Yanda Chen Joe Benton Ansh Radhakrishnan Jonathan Uesato Carson E. Denison ... Vlad Mikulik Samuel R. Bowman Jan Leike Jared Kaplan E. Perez ReLM LRM 68 12 1 08 May 2025
AutoPatch: Multi-Agent Framework for Patching Real-World CVE Vulnerabilities Minjae Seo Wonwoo Choi Myoungsung You Seungwon Shin KELM 62 0 0 07 May 2025
Probabilistic Stability Guarantees for Feature Attributions Helen Jin Anton Xue Weiqiu You Surbhi Goel Eric Wong 27 0 0 18 Apr 2025
CoT-RAG: Integrating Chain of Thought and Retrieval-Augmented Generation to Enhance Reasoning in Large Language Models Feiyang Li Peng Fang Zhan Shi Arijit Khan Fang Wang Dan Feng Weihao Wang Xin Zhang Yongjian Cui ReLM LRM 43 1 0 18 Apr 2025
PEIRCE: Unifying Material and Formal Reasoning via LLM-Driven Neuro-Symbolic Refinement Xin Quan Marco Valentino Danilo S. Carvalho Dhairya Dalal André Freitas LRM 38 0 0 05 Apr 2025
Bonsai: Interpretable Tree-Adaptive Grounded Reasoning Kate Sanders Benjamin Van Durme LRM 36 1 0 04 Apr 2025
Analyzable Chain-of-Musical-Thought Prompting for High-Fidelity Music Generation Max W. Y. Lam Yijin Xing Weiya You Jingcheng Wu Zongyu Yin ... T. Zhao Chien-Hung Liu Xuchen Song Yang Li Yahui Zhou LRM 64 2 0 25 Mar 2025
Innate Reasoning is Not Enough: In-Context Learning Enhances Reasoning Large Language Models with Less Overthinking Yuyao Ge Shenghua Liu Yixuan Wang Lingrui Mei Lizhe Chen Baolong Bi Xueqi Cheng ReLM LRM 49 2 0 25 Mar 2025
Reasoning-Grounded Natural Language Explanations for Language Models Vojtech Cahlik Rodrigo Alves Pavel Kordík LRM 51 1 0 14 Mar 2025
Autoregressive Image Generation with Vision Full-view Prompt Miaomiao Cai G. Wang Wei Li Zhijun Tu Hanting Chen Shaohui Lin Jie Hu LRM 65 0 0 13 Mar 2025
Chain-of-Thought Reasoning In The Wild Is Not Always Faithful Iván Arcuschin Jett Janiak Robert Krzyzanowski Senthooran Rajamanoharan Neel Nanda Arthur Conmy LRM ReLM 63 6 0 11 Mar 2025
Think Before You Segment: High-Quality Reasoning Segmentation with GPT Chain of Thoughts Shiu-hong Kao Yu-Wing Tai Chi-Keung Tang LRM MLLM 56 0 0 10 Mar 2025
Towards Understanding Multi-Round Large Language Model Reasoning: Approximability, Learnability and Generalizability Chenhui Xu Dancheng Liu Jiajie Li Amir Nassereldine Zhaohui Li Jinjun Xiong LRM 65 0 0 05 Mar 2025
Generative Artificial Intelligence: Evolving Technology, Growing Societal Impact, and Opportunities for Information Systems Research Veda C. Storey Wei Thoo Yue J. Leon Zhao Roman Lukyanenko 43 0 0 25 Feb 2025
Making LLMs Reason? The Intermediate Language Problem in Neurosymbolic Approaches Alexander Beiser David Penz LRM 51 0 0 24 Feb 2025
Fostering Appropriate Reliance on Large Language Models: The Role of Explanations, Sources, and Inconsistencies Sunnie S. Y. Kim J. Vaughan Q. V. Liao Tania Lombrozo Olga Russakovsky 102 5 0 12 Feb 2025
Large Language Models Meet Symbolic Provers for Logical Reasoning Evaluation Chengwen Qi Ren Ma Bowen Li He Du Binyuan Hui Jinwang Wu Yuanjun Laili Conghui He ReLM LRM 86 2 0 10 Feb 2025
Domaino1s: Guiding LLM Reasoning for Explainable Answers in High-Stakes Domains Xu Chu Zhijie Tan Hanlin Xue Guanyu Wang Tong Mo Weiping Li ELM LRM 55 1 0 24 Jan 2025
KG-CF: Knowledge Graph Completion with Context Filtering under the Guidance of Large Language Models Zaiyi Zheng Yushun Dong Song Wang Haochen Liu Qi Wang Jundong Li ALM 54 1 0 06 Jan 2025
Toward Adaptive Reasoning in Large Language Models with Thought Rollback Sijia Chen Baochun Li KELM LRM 73 6 0 27 Dec 2024
Thinking in Space: How Multimodal Large Language Models See, Remember, and Recall Spaces Jihan Yang Shusheng Yang Anjali W. Gupta Rilyn Han Li Fei-Fei Saining Xie LRM 121 51 0 18 Dec 2024
Leveraging LLMs for Hypothetical Deduction in Logical Inference: A Neuro-Symbolic Approach Qingchuan Li Jiatong Li Tongxuan Liu Yuting Zeng Mingyue Cheng Weizhe Huang Qi Liu LRM AI4CE 47 2 0 29 Oct 2024
Knowledge Distillation Using Frontier Open-source LLMs: Generalizability and the Role of Synthetic Data Anup Shirgaonkar Nikhil Pandey Nazmiye Ceren Abay Tolga Aktas Vijay Aski ALM SyDa 29 0 0 24 Oct 2024
A Theoretical Understanding of Chain-of-Thought: Coherent Reasoning and Error-Aware Demonstration Yingqian Cui Pengfei He Xianfeng Tang Qi He Chen Luo Jiliang Tang Yue Xing LRM 31 6 0 21 Oct 2024
Anchored Alignment for Self-Explanations Enhancement Luis Felipe Villa-Arenas Ata Nizamoglu Qianli Wang Sebastian Möller Vera Schmitt 26 0 0 17 Oct 2024
FLARE: Faithful Logic-Aided Reasoning and Exploration Erik Arakelyan Pasquale Minervini Pat Verga Patrick Lewis Isabelle Augenstein ReLM LRM 66 2 0 14 Oct 2024
CoMAT: Chain of Mathematically Annotated Thought Improves Mathematical Reasoning Joshua Ong Jun Leang Aryo Pradipta Gema Shay B. Cohen ReLM LRM ReCod 40 2 0 14 Oct 2024
Equitable Access to Justice: Logical LLMs Show Promise Manuj Kant Manav Kant Marzieh Nabi Preston Carlson Megan Ma 24 2 0 13 Oct 2024
LINKED: Eliciting, Filtering and Integrating Knowledge in Large Language Model for Commonsense Reasoning Jiachun Li Pengfei Cao Chenhao Wang Zhuoran Jin Yubo Chen Kang-Jun Liu Xiaojian Jiang Jiexin Xu Jun Zhao LRM KELM 39 0 0 12 Oct 2024
Mirror-Consistency: Harnessing Inconsistency in Majority Voting Siyuan Huang Zhiyuan Ma Jintao Du Changhua Meng Weiqiang Wang Zhouhan Lin LRM 29 3 0 07 Oct 2024
System 2 Reasoning Capabilities Are Nigh Scott C. Lowe VLM LRM 46 0 0 04 Oct 2024
Understanding Reasoning in Chain-of-Thought from the Hopfieldian View Lijie Hu Liang Liu Shu Yang Xin Chen Zhen Tan Muhammad Asif Ali Mengdi Li Di Wang LRM 41 1 0 04 Oct 2024
Logic-of-Thought: Injecting Logic into Contexts for Full Reasoning in Large Language Models Tongxuan Liu Wenjiang Xu Weizhe Huang Yuting Zeng Jiaxing Wang Hailong Yang Hailong Yang Jing Li LRM ReLM 50 5 0 26 Sep 2024
Model Tells Itself Where to Attend: Faithfulness Meets Automatic Attention Steering Qingru Zhang Xiaodong Yu Chandan Singh Xiaodong Liu Liyuan Liu Jianfeng Gao Tuo Zhao Dan Roth Hao Cheng RALM 47 6 0 16 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
ExoViP: Step-by-step Verification and Exploration with Exoskeleton Modules for Compositional Visual Reasoning Yunhong Wang Alan Yuille Zhuowan Li Zilong Zheng LRM 36 3 0 05 Aug 2024
MathLearner: A Large Language Model Agent Framework for Learning to Solve Mathematical Problems Johann Felipe Gonzalez Donglin Liu Haoran Yan Wenjie Wu Zongyang Liu LRM 47 1 0 03 Aug 2024
Enhancing Temporal Understanding in LLMs for Semi-structured Tables Irwin Deng Kushagra Dixit Vivek Gupta Dan Roth LMTD 32 2 0 22 Jul 2024
A Solution toward Transparent and Practical AI Regulation: Privacy Nutrition Labels for Open-source Generative AI-based Applications Meixue Si Shidong Pan Dianshu Liao Xiaoyu Sun Zhenyuan Tao Wenchang Shi Zhenchang Xing 42 4 0 22 Jul 2024
KoMA: Knowledge-driven Multi-agent Framework for Autonomous Driving with Large Language Models Kemou Jiang Xuan Cai Zhiyong Cui Aoyong Li Yilong Ren Haiyang Yu Hao Yang Daocheng Fu Licheng Wen Pinlong Cai LLMAG 47 8 0 19 Jul 2024
Prover-Verifier Games improve legibility of LLM outputs Jan Hendrik Kirchner Yining Chen Harri Edwards Jan Leike Nat McAleese Yuri Burda LRM AAML 25 24 0 18 Jul 2024
Leveraging Environment Interaction for Automated PDDL Generation and Planning with Large Language Models Sadegh Mahdavi Raquel Aoki Keyi Tang Yanshuai Cao LLMAG 38 2 0 17 Jul 2024
WTU-EVAL: A Whether-or-Not Tool Usage Evaluation Benchmark for Large Language Models Kangyun Ning Yisong Su Xueqiang Lv Yuanzhe Zhang Jian Liu Kang Liu Jinan Xu ELM LLMAG 36 2 0 02 Jul 2024
Advancing Process Verification for Large Language Models via Tree-Based Preference Learning Mingqian He Yongliang Shen Wenqi Zhang Zeqi Tan Weiming Lu LRM 35 5 0 29 Jun 2024
Data Augmentation of Multi-turn Psychological Dialogue via Knowledge-driven Progressive Thought Prompting Jiyue Jiang Liheng Chen Sheng Wang Lingpeng Kong Yu-Hu Li Chuan Wu 46 0 0 24 Jun 2024
ICLEval: Evaluating In-Context Learning Ability of Large Language Models Wentong Chen Yankai Lin ZhenHao Zhou HongYun Huang Yantao Jia Zhao Cao Ji-Rong Wen ELM 36 3 0 21 Jun 2024
Logicbreaks: A Framework for Understanding Subversion of Rule-based Inference Anton Xue Avishree Khare Rajeev Alur Surbhi Goel Eric Wong 55 2 0 21 Jun 2024
On the Hardness of Faithful Chain-of-Thought Reasoning in Large Language Models Sree Harsha Tanneru Dan Ley Chirag Agarwal Himabindu Lakkaraju LRM 31 4 0 15 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
EffiQA: Efficient Question-Answering with Strategic Multi-Model Collaboration on Knowledge Graphs Zixuan Dong Baoyun Peng Yufei Wang Jia Fu Xiaodong Wang Yongxue Shan Xin Zhou 42 1 0 03 Jun 2024