REV: Information-Theoretic Evaluation of Free-Text Rationales

REV: Information-Theoretic Evaluation of Free-Text Rationales

10 October 2022

Faeze Brahman

Xiang Ren

Yejin Choi

Swabha Swayamdipta

Papers citing "REV: Information-Theoretic Evaluation of Free-Text Rationales"

11 / 11 papers shown

Title
Honey, I Shrunk the Language Model: Impact of Knowledge Distillation Methods on Performance and Explainability Daniel Hendriks Philipp Spitzer Niklas Kühl G. Satzger 27 1 0 22 Apr 2025
SPORTU: A Comprehensive Sports Understanding Benchmark for Multimodal Large Language Models H. Xia Zhengbang Yang Junbo Zou Rhys Tracy Yuqing Wang ... Xun Shao Zhuoqing Xie Yuan-fang Wang Weining Shen Hanjie Chen ReLM LRM ELM 42 2 0 11 Oct 2024
Situated Natural Language Explanations Zining Zhu Hao Jiang Jingfeng Yang Sreyashi Nag Chao Zhang Jie Huang Yifan Gao Frank Rudzicz Bing Yin LRM 44 1 0 27 Aug 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 31 47 0 17 Jul 2023
ReCEval: Evaluating Reasoning Chains via Correctness and Informativeness Archiki Prasad Swarnadeep Saha Xiang Zhou Joey Tianyi Zhou LRM 32 45 0 21 Apr 2023
CoTEVer: Chain of Thought Prompting Annotation Toolkit for Explanation Verification Seungone Kim Se June Joo Yul Jang Hyungjoo Chae Jinyoung Yeo LRM 19 12 0 07 Mar 2023
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 382 8,495 0 28 Jan 2022
$Understanding Dataset Difficulty with $\mathcal{V}$-Usable Information$ Understanding Dataset Difficulty with $\mathcal{V}$ -Usable Information Kawin Ethayarajh Yejin Choi Swabha Swayamdipta 167 157 0 16 Oct 2021
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 260 620 0 04 Dec 2018
Towards A Rigorous Science of Interpretable Machine Learning Finale Doshi-Velez Been Kim XAI FaML 257 3,684 0 28 Feb 2017