The Irrationality of Neural Rationale Models

The Irrationality of Neural Rationale Models

14 October 2021

Papers citing "The Irrationality of Neural Rationale Models"

15 / 15 papers shown

Title
Adversarial Cooperative Rationalization: The Risk of Spurious Correlations in Even Clean Datasets W. Liu Zhongyu Niu Lang Gao Zhiying Deng Jun Wang H. Wang Ruixuan Li 90 1 0 04 May 2025
F-Fidelity: A Robust Framework for Faithfulness Evaluation of Explainable AI Xu Zheng Farhad Shirani Zhuomin Chen Chaohao Lin Wei Cheng Wenbo Guo Dongsheng Luo AAML 28 0 0 03 Oct 2024
Local Feature Selection without Label or Feature Leakage for Interpretable Machine Learning Predictions Harrie Oosterhuis Lijun Lyu Avishek Anand FAtt 35 1 0 16 Jul 2024
TextGenSHAP: Scalable Post-hoc Explanations in Text Generation with Long Documents James Enouen Hootan Nakhost Sayna Ebrahimi Sercan Ö. Arik Yan Liu Tomas Pfister 33 4 0 03 Dec 2023
Can Large Language Models Explain Themselves? A Study of LLM-Generated Self-Explanations Shiyuan Huang Siddarth Mamidanna Shreedhar Jangam Yilun Zhou Leilani H. Gilpin LRM MILM ELM 35 66 0 17 Oct 2023
D-Separation for Causal Self-Explanation Wei Liu Jun Wang Haozhao Wang Rui Li Zhiying Deng YuanKai Zhang Yang Qiu 80 13 0 23 Sep 2023
Unsupervised Selective Rationalization with Noise Injection Adam Storek Melanie Subbiah Kathleen McKeown 11 2 0 27 May 2023
Decoupled Rationalization with Asymmetric Learning Rates: A Flexible Lipschitz Restraint Wei Liu Jun Wang Haozhao Wang Rui Li Yang Qiu Yuankai Zhang Jie Han Yixiong Zou 39 12 0 23 May 2023
Towards Faithful Model Explanation in NLP: A Survey Qing Lyu Marianna Apidianaki Chris Callison-Burch XAI 104 107 0 22 Sep 2022
The Solvability of Interpretability Evaluation Metrics Yilun Zhou J. Shah 62 8 0 18 May 2022
SparCAssist: A Model Risk Assessment Assistant Based on Sparse Generated Counterfactuals Zijian Zhang Vinay Setty Avishek Anand 6 7 0 03 May 2022
ExSum: From Local Explanations to Model Understanding Yilun Zhou Marco Tulio Ribeiro J. Shah FAtt LRM 8 25 0 30 Apr 2022
Human-AI Collaboration via Conditional Delegation: A Case Study of Content Moderation Vivian Lai Samuel Carton Rajat Bhatnagar Vera Liao Yunfeng Zhang Chenhao Tan 16 129 0 25 Apr 2022
Understanding Interlocking Dynamics of Cooperative Rationalization Mo Yu Yang Zhang Shiyu Chang Tommi Jaakkola 14 41 0 26 Oct 2021
Do Feature Attribution Methods Correctly Attribute Features? Yilun Zhou Serena Booth Marco Tulio Ribeiro J. Shah FAtt XAI 22 132 0 27 Apr 2021