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REV: Information-Theoretic Evaluation of Free-Text Rationales


Oct 10, 2022
Hanjie Chen, Faeze Brahman, Xiang Ren, Yangfeng Ji, Yejin Choi, Swabha Swayamdipta


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Self-augmented Data Selection for Few-shot Dialogue Generation


May 19, 2022
Wanyu Du, Hanjie Chen, Yangfeng Ji


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Pathologies of Pre-trained Language Models in Few-shot Fine-tuning


Apr 17, 2022
Hanjie Chen, Guoqing Zheng, Ahmed Hassan Awadallah, Yangfeng Ji

* ACL 2022 Workshop on Insights from Negative Results in NLP 

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Adversarial Training for Improving Model Robustness? Look at Both Prediction and Interpretation


Mar 23, 2022
Hanjie Chen, Yangfeng Ji

* AAAI 2022 

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Explaining Prediction Uncertainty of Pre-trained Language Models by Detecting Uncertain Words in Inputs


Jan 11, 2022
Hanjie Chen, Yangfeng Ji


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Perturbing Inputs for Fragile Interpretations in Deep Natural Language Processing


Aug 11, 2021
Sanchit Sinha, Hanjie Chen, Arshdeep Sekhon, Yangfeng Ji, Yanjun Qi

* 8 pages, 5 appendix pages 

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Explaining Neural Network Predictions on Sentence Pairs via Learning Word-Group Masks


Apr 13, 2021
Hanjie Chen, Song Feng, Jatin Ganhotra, Hui Wan, Chulaka Gunasekara, Sachindra Joshi, Yangfeng Ji

* NAACL-HLT 2021 

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Learning Variational Word Masks to Improve the Interpretability of Neural Text Classifiers


Oct 01, 2020
Hanjie Chen, Yangfeng Ji

* EMNLP 2020 

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Generating Hierarchical Explanations on Text Classification via Feature Interaction Detection


Apr 04, 2020
Hanjie Chen, Guangtao Zheng, Yangfeng Ji

* Accepted to ACL 2020 

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