Measuring Faithfulness in Chain-of-Thought Reasoning

Type: Preprint

Publication Date: 2023-01-01

Citations: 7

DOI: https://doi.org/10.48550/arxiv.2307.13702

Locations

  • arXiv (Cornell University) - View - PDF
  • DataCite API - View

Similar Works

Action Title Year Authors
+ PDF Chat Dissociation of Faithful and Unfaithful Reasoning in LLMs 2024 Evelyn Yee
Alice Li
Chenyu Tang
Yeon Ho Jung
Ramamohan Paturi
Leon Bergen
+ Towards Understanding Chain-of-Thought Prompting: An Empirical Study of What Matters 2022 Boshi Wang
Sewon Min
Xiang Deng
Jiaming Shen
You Wu
Luke Zettlemoyer
Huan Sun
+ PDF Chat Beyond Accuracy: Evaluating the Reasoning Behavior of Large Language Models -- A Survey 2024 Philipp Mondorf
Barbara Plank
+ PDF Chat Calibrating Reasoning in Language Models with Internal Consistency 2024 Zhihui Xie
Jizhou Guo
Tong Yu
Шуай Ли
+ PDF Chat Chain-of-Probe: Examing the Necessity and Accuracy of CoT Step-by-Step 2024 Z. Wang
Xingshan Zeng
Weiwen Liu
Yufei Wang
Liangyou Li
Yasheng Wang
Lifeng Shang
Xin Jiang
Qun Liu
Kam‐Fai Wong
+ Question Decomposition Improves the Faithfulness of Model-Generated Reasoning 2023 Ansh Radhakrishnan
Karina Nguyen
Anna Chen
Carol Chen
Carson Denison
Danny Hernandez
Esin Durmus
Evan Hubinger
Jackson Kernion
Kamilė Lukošiūtė
+ The Impact of Reasoning Step Length on Large Language Models 2024 Mingyu Jin
Qinkai Yu
Shuwen Dong
Hantao Zhao
Wenyue Hua
Yanda Meng
Yongfeng Zhang
Mengnan Du
+ PDF Chat On the Hardness of Faithful Chain-of-Thought Reasoning in Large Language Models 2024 Sree Harsha Tanneru
Dan Ley
Chirag Agarwal
Himabindu Lakkaraju
+ Language Models Don't Always Say What They Think: Unfaithful Explanations in Chain-of-Thought Prompting 2023 Miles Turpin
Julian Michael
Ethan Perez
Samuel R. Bowman
+ PDF Chat Towards Faithful Chain-of-Thought: Large Language Models are Bridging Reasoners 2024 Jiachun Li
Pengfei Cao
Yubo Chen
Kang Liu
Jun Zhao
+ PDF Chat Making Reasoning Matter: Measuring and Improving Faithfulness of Chain-of-Thought Reasoning 2024 Debjit Paul
Robert L. West
Antoine Bosselut
Boi Faltings
+ PDF Chat Chain-of-Thought Unfaithfulness as Disguised Accuracy 2024 Oliver Bentham
Nathan Stringham
Ana Marasović
+ PDF Chat LLMs with Chain-of-Thought Are Non-Causal Reasoners 2024 Guangsheng Bao
Hongbo Zhang
Linyi Yang
Cunxiang Wang
Yue Zhang
+ On Measuring Faithfulness of Natural Language Explanations 2023 Letiția Pârcălăbescu
Anette Frank
+ Large Language Model Cascades with Mixture of Thoughts Representations for Cost-efficient Reasoning 2023 Murong Yue
Jie Zhao
Min Zhang
Liang Du
Ziyu Yao
+ PDF Chat Patience Is The Key to Large Language Model Reasoning 2024 Yongang Yu
+ Stress Testing Chain-of-Thought Prompting for Large Language Models 2023 Aayush Mishra
Karan Thakkar
+ PDF Chat Fine-Tuning with Divergent Chains of Thought Boosts Reasoning Through Self-Correction in Language Models 2024 Haritz Puerto
Tilek Chubakov
Xiaodan Zhu
Harish Tayyar Madabushi
Iryna Gurevych
+ Automatic Chain of Thought Prompting in Large Language Models 2022 Zhuosheng Zhang
Aston Zhang
Mu Li
Alex Smola
+ SCORE: A framework for Self-Contradictory Reasoning Evaluation 2023 Ziyi Liu
Isabelle Lee
Yongkang Du
Soumya Sanyal
Jieyu Zhao

Works Cited by This (0)

Action Title Year Authors