Chain-of-Thought Unfaithfulness as Disguised Accuracy

Chain-of-Thought Unfaithfulness as Disguised Accuracy

22 February 2024

Nathan Stringham

Papers citing "Chain-of-Thought Unfaithfulness as Disguised Accuracy"

10 / 10 papers shown

Title
CoMAT: Chain of Mathematically Annotated Thought Improves Mathematical Reasoning Joshua Ong Jun Leang Aryo Pradipta Gema Shay B. Cohen ReLM LRM ReCod 31 2 0 14 Oct 2024
Chain-of-Probe: Examining the Necessity and Accuracy of CoT Step-by-Step Zezhong Wang Xingshan Zeng Weiwen Liu Yufei Wang Liangyou Li Yasheng Wang Lifeng Shang Xin Jiang Qun Liu Kam-Fai Wong LRM 52 3 0 23 Jun 2024
Towards Faithful Model Explanation in NLP: A Survey Qing Lyu Marianna Apidianaki Chris Callison-Burch XAI 104 107 0 22 Sep 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 293 4,077 0 24 May 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 315 8,448 0 28 Jan 2022
"Will You Find These Shortcuts?" A Protocol for Evaluating the Faithfulness of Input Salience Methods for Text Classification Jasmijn Bastings Sebastian Ebert Polina Zablotskaia Anders Sandholm Katja Filippova 110 75 0 14 Nov 2021
Evaluating the Faithfulness of Importance Measures in NLP by Recursively Masking Allegedly Important Tokens and Retraining Andreas Madsen Nicholas Meade Vaibhav Adlakha Siva Reddy 96 35 0 15 Oct 2021
Measuring Association Between Labels and Free-Text Rationales Sarah Wiegreffe Ana Marasović Noah A. Smith 274 170 0 24 Oct 2020
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 226 4,453 0 23 Jan 2020
Fine-Tuning Language Models from Human Preferences Daniel M. Ziegler Nisan Stiennon Jeff Wu Tom B. Brown Alec Radford Dario Amodei Paul Christiano G. Irving ALM 275 1,587 0 18 Sep 2019