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BadPre: Task-agnostic Backdoor Attacks to Pre-trained NLP Foundation Models


Oct 06, 2021
Kangjie Chen, Yuxian Meng, Xiaofei Sun, Shangwei Guo, Tianwei Zhang, Jiwei Li, Chun Fan


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Paraphrase Generation as Unsupervised Machine Translation


Sep 07, 2021
Chun Fan, Yufei Tian, Yuxian Meng, Nanyun Peng, Xiaofei Sun, Fei Wu, Jiwei Li


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$k$Folden: $k$-Fold Ensemble for Out-Of-Distribution Detection


Aug 29, 2021
Xiaoya Li, Jiwei Li, Xiaofei Sun, Chun Fan, Tianwei Zhang, Fei Wu, Yuxian Meng, Jun Zhang

* To appear at EMNLP 2021 

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Layer-wise Model Pruning based on Mutual Information


Aug 28, 2021
Chun Fan, Jiwei Li, Xiang Ao, Fei Wu, Yuxian Meng, Xiaofei Sun

* To appear at EMNLP2021 

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Defending against Backdoor Attacks in Natural Language Generation


Jun 03, 2021
Chun Fan, Xiaoya Li, Yuxian Meng, Xiaofei Sun, Xiang Ao, Fei Wu, Jiwei Li, Tianwei Zhang


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Parameter Estimation for the SEIR Model Using Recurrent Nets


May 30, 2021
Chun Fan, Yuxian Meng, Xiaofei Sun, Fei Wu, Tianwei Zhang, Jiwei Li


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Dependency Parsing as MRC-based Span-Span Prediction


May 17, 2021
Leilei Gan, Yuxian Meng, Kun Kuang, Xiaofei Sun, Chun Fan, Fei Wu, Jiwei Li


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Sentence Similarity Based on Contexts


May 17, 2021
Xiaofei Sun, Yuxian Meng, Xiang Ao, Fei Wu, Tianwei Zhang, Jiwei Li, Chun Fan


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Self-Explaining Structures Improve NLP Models


Dec 09, 2020
Zijun Sun, Chun Fan, Qinghong Han, Xiaofei Sun, Yuxian Meng, Fei Wu, Jiwei Li

* Code is available at https://github.com/ShannonAI/Self_Explaining_Structures_Improve_NLP_Models 

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Neural Semi-supervised Learning for Text Classification Under Large-Scale Pretraining


Nov 19, 2020
Zijun Sun, Chun Fan, Xiaofei Sun, Yuxian Meng, Fei Wu, Jiwei Li


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Pair the Dots: Jointly Examining Training History and Test Stimuli for Model Interpretability


Oct 31, 2020
Yuxian Meng, Chun Fan, Zijun Sun, Eduard Hovy, Fei Wu, Jiwei Li


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Summarize, Outline, and Elaborate: Long-Text Generation via Hierarchical Supervision from Extractive Summaries


Oct 14, 2020
Xiaofei Sun, Chun Fan, Zijun Sun, Yuxian Meng, Fei Wu, Jiwei Li


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