On Measuring Faithfulness or Self-consistency of Natural Language Explanations

13 November 2023

Papers citing "On Measuring Faithfulness or Self-consistency of Natural Language Explanations"

10 / 10 papers shown

Title
Towards Budget-Friendly Model-Agnostic Explanation Generation for Large Language Models Junhao Liu Haonan Yu Xin Zhang LRM 2 0 0 18 May 2025
Consistency in Language Models: Current Landscape, Challenges, and Future Directions Jekaterina Novikova Carol Anderson Borhane Blili-Hamelin Subhabrata Majumdar HILM 73 0 0 01 May 2025
Monitoring Reasoning Models for Misbehavior and the Risks of Promoting Obfuscation Bowen Baker Joost Huizinga Leo Gao Zehao Dou M. Guan Aleksander Mądry Wojciech Zaremba J. Pachocki David Farhi LRM 77 11 0 14 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 7 0 11 Mar 2025
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 64 3 0 23 Jun 2024
Do Vision & Language Decoders use Images and Text equally? How Self-consistent are their Explanations? Letitia Parcalabescu Anette Frank MLLM CoGe VLM 84 3 0 29 Apr 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
Towards Faithful Model Explanation in NLP: A Survey Qing Lyu Marianna Apidianaki Chris Callison-Burch XAI 114 107 0 22 Sep 2022
Measuring Association Between Labels and Free-Text Rationales Sarah Wiegreffe Ana Marasović Noah A. Smith 282 170 0 24 Oct 2020
e-SNLI: Natural Language Inference with Natural Language Explanations Oana-Maria Camburu Tim Rocktaschel Thomas Lukasiewicz Phil Blunsom LRM 260 622 0 04 Dec 2018