Faithful Reasoning Using Large Language Models

30 August 2022

Papers citing "Faithful Reasoning Using Large Language Models"

50 / 93 papers shown

Title
Reasoning Models Know When They're Right: Probing Hidden States for Self-Verification Anqi Zhang Yulin Chen Jane Pan Chen Zhao Aurojit Panda Jinyang Li He He ReLM LRM 42 2 0 07 Apr 2025
Playing games with Large language models: Randomness and strategy Alicia Vidler Toby Walsh 70 1 0 04 Mar 2025
Multi-Step Time Series Inference Agent for Reasoning and Automated Task Execution Wen Ye Yizhou Zhang Wei Yang Lumingyuan Tang Defu Cao Jie Cai Yan Liu BDL CoGe AI4TS 36 2 0 05 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
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 31 5 0 19 Sep 2024
Enhancing SQL Query Generation with Neurosymbolic Reasoning Henrijs Princis Cristina David Alan Mycroft 29 2 0 25 Aug 2024
ChatLogic: Integrating Logic Programming with Large Language Models for Multi-Step Reasoning Zhongsheng Wang Jiamou Liu Qiming Bao Hongfei Rong Jingfeng Zhang KELM LRM 40 4 0 14 Jul 2024
LLaRA: Supercharging Robot Learning Data for Vision-Language Policy Xiang Li Cristina Mata J. Park Kumara Kahatapitiya Yoo Sung Jang ... Kanchana Ranasinghe R. Burgert Mu Cai Yong Jae Lee Michael S. Ryoo LM&Ro 64 25 0 28 Jun 2024
Evaluating the Ability of Large Language Models to Reason about Cardinal Directions Anthony G Cohn Robert E Blackwell 34 6 0 24 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 35 5 0 18 Jun 2024
A Personalised Learning Tool for Physics Undergraduate Students Built On a Large Language Model for Symbolic Regression Yufan Zhu Zi-Yu Khoo Jonathan Sze Choong Low Stephane Bressan AI4Ed 25 2 0 17 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 42 57 0 03 Jun 2024
Initialization is Critical to Whether Transformers Fit Composite Functions by Reasoning or Memorizing Zhongwang Zhang Pengxiao Lin Zhiwei Wang Yaoyu Zhang Z. Xu 37 3 0 08 May 2024
Chain of Thoughtlessness? An Analysis of CoT in Planning Kaya Stechly Karthik Valmeekam Subbarao Kambhampati LRM LM&Ro 65 38 0 08 May 2024
Explainable Generative AI (GenXAI): A Survey, Conceptualization, and Research Agenda Johannes Schneider 81 26 0 15 Apr 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 87 1 0 08 Apr 2024
Using Large Language Models to Enrich the Documentation of Datasets for Machine Learning Joan Giner-Miguelez Abel Gómez Jordi Cabot LLMAG 27 3 0 04 Apr 2024
The Probabilities Also Matter: A More Faithful Metric for Faithfulness of Free-Text Explanations in Large Language Models Noah Y. Siegel Oana-Maria Camburu N. Heess Maria Perez-Ortiz 18 8 0 04 Apr 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 39 13 0 08 Mar 2024
RAT: Retrieval Augmented Thoughts Elicit Context-Aware Reasoning in Long-Horizon Generation Zihao Wang Anji Liu Haowei Lin Jiaqi Li Xiaojian Ma Yitao Liang ReLM RALM LRM 85 47 0 08 Mar 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 23 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 19 1 0 16 Feb 2024
Towards an Understanding of Stepwise Inference in Transformers: A Synthetic Graph Navigation Model Mikail Khona Maya Okawa Jan Hula Rahul Ramesh Kento Nishi Robert P. Dick Ekdeep Singh Lubana Hidenori Tanaka 38 5 0 12 Feb 2024
Can LLMs perform structured graph reasoning? Palaash Agrawal Shavak Vasania Cheston Tan LRM 24 2 0 02 Feb 2024
PACE: A Pragmatic Agent for Enhancing Communication Efficiency Using Large Language Models Jiaxuan Li Minxi Yang Dahua Gao Wenlong Xu Guangming Shi 33 0 0 30 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 65 26 0 25 Jan 2024
REBUS: A Robust Evaluation Benchmark of Understanding Symbols Andrew Gritsevskiy Arjun Panickssery Aaron Kirtland Derik Kauffman Hans Gundlach Irina Gritsevskaya Joe Cavanagh Jonathan Chiang Lydia La Roux Michelle Hung ReLM 13 0 0 11 Jan 2024
Graph-of-Thought: Utilizing Large Language Models to Solve Complex and Dynamic Business Problems Ye Li AI4CE 13 0 0 10 Jan 2024
LLMs Cannot Reliably Identify and Reason About Security Vulnerabilities (Yet?): A Comprehensive Evaluation, Framework, and Benchmarks Saad Ullah Mingji Han Saurabh Pujar Hammond Pearce Ayse K. Coskun Gianluca Stringhini ELM LRM 19 58 0 19 Dec 2023
AART: AI-Assisted Red-Teaming with Diverse Data Generation for New LLM-powered Applications Bhaktipriya Radharapu Kevin Robinson Lora Aroyo Preethi Lahoti 18 37 0 14 Nov 2023
Advancing the Search Frontier with AI Agents Ryen W. White 22 15 0 02 Nov 2023
Learning From Mistakes Makes LLM Better Reasoner Shengnan An Zexiong Ma Zeqi Lin Nanning Zheng Jian-Guang Lou Weizhu Chen LRM 19 75 0 31 Oct 2023
What Algorithms can Transformers Learn? A Study in Length Generalization Hattie Zhou Arwen Bradley Etai Littwin Noam Razin Omid Saremi Josh Susskind Samy Bengio Preetum Nakkiran 32 109 0 24 Oct 2023
FactCHD: Benchmarking Fact-Conflicting Hallucination Detection Xiang Chen Duanzheng Song Honghao Gui Chengxi Wang Ningyu Zhang Jiang Yong Fei Huang Chengfei Lv Dan Zhang Huajun Chen HILM 35 15 0 18 Oct 2023
LLM for SoC Security: A Paradigm Shift Dipayan Saha Shams Tarek Katayoon Yahyaei S. Saha Jingbo Zhou M. Tehranipoor Farimah Farahmandi 54 46 0 09 Oct 2023
Reasoning on Graphs: Faithful and Interpretable Large Language Model Reasoning Linhao Luo Yuan-Fang Li Gholamreza Haffari Shirui Pan RALM LRM 37 186 0 02 Oct 2023
Reason for Future, Act for Now: A Principled Framework for Autonomous LLM Agents with Provable Sample Efficiency Zhihan Liu Hao Hu Shenao Zhang Hongyi Guo Shuqi Ke Boyi Liu Zhaoran Wang LLMAG LRM 28 33 0 29 Sep 2023
Enhancing Zero-Shot Chain-of-Thought Reasoning in Large Language Models through Logic Xufeng Zhao Mengdi Li Wenhao Lu C. Weber Jae Hee Lee Kun-Mo Chu S. Wermter LRM AI4CE ReLM 22 31 0 23 Sep 2023
Multimodal Multi-Hop Question Answering Through a Conversation Between Tools and Efficiently Finetuned Large Language Models Hossein Rajabzadeh Suyuchen Wang Hyock Ju Kwon Bang Liu KELM 16 3 0 16 Sep 2023
Knowledge-Driven CoT: Exploring Faithful Reasoning in LLMs for Knowledge-intensive Question Answering Keheng Wang Feiyu Duan Sirui Wang Peiguang Li Yunsen Xian Chuantao Yin Wenge Rong Zhang Xiong LRM KELM 22 73 0 25 Aug 2023
Cumulative Reasoning with Large Language Models Yifan Zhang Jingqin Yang Yang Yuan Andrew Chi-Chih Yao ReLM ELM LRM AI4CE 34 67 0 08 Aug 2023
Coupling Symbolic Reasoning with Language Modeling for Efficient Longitudinal Understanding of Unstructured Electronic Medical Records Shivani Shekhar Simran Tiwari T. Rensink R. Eskander Wael Salloum 14 4 0 07 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 36 201 0 06 Aug 2023
InterAct: Exploring the Potentials of ChatGPT as a Cooperative Agent Po-Lin Chen Cheng-Shang Chang LM&Ro LLMAG 30 14 0 03 Aug 2023
Invalid Logic, Equivalent Gains: The Bizarreness of Reasoning in Language Model Prompting Rylan Schaeffer Kateryna Pistunova Samarth Khanna Sarthak Consul Oluwasanmi Koyejo ReLM LRM 31 10 0 20 Jul 2023
Do Models Explain Themselves? Counterfactual Simulatability of Natural Language Explanations Yanda Chen Ruiqi Zhong Narutatsu Ri Chen Zhao He He Jacob Steinhardt Zhou Yu Kathleen McKeown LRM 26 47 0 17 Jul 2023
Measuring Faithfulness in Chain-of-Thought Reasoning Tamera Lanham Anna Chen Ansh Radhakrishnan Benoit Steiner Carson E. Denison ... Zac Hatfield-Dodds Jared Kaplan J. Brauner Sam Bowman Ethan Perez ReLM LRM 17 164 0 17 Jul 2023
Opportunities for Large Language Models and Discourse in Engineering Design Jan Göpfert J. Weinand Patrick Kuckertz D. Stolten AI4CE 26 4 0 15 Jun 2023
Mapping the Challenges of HCI: An Application and Evaluation of ChatGPT and GPT-4 for Mining Insights at Scale Jonas Oppenlaender Joonas Hamalainen 25 6 0 08 Jun 2023
Deductive Verification of Chain-of-Thought Reasoning Z. Ling Yunhao Fang Xuanlin Li Zhiao Huang Mingu Lee Roland Memisevic Hao Su ReLM LRM 24 125 0 06 Jun 2023