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A General Framework for Defending Against Backdoor Attacks via Influence Graph



Xiaofei Sun , Jiwei Li , Xiaoya Li , Ziyao Wang , Tianwei Zhang , Han Qiu , Fei Wu , Chun Fan


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Interpreting Deep Learning Models in Natural Language Processing: A Review



Xiaofei Sun , Diyi Yang , Xiaoya Li , Tianwei Zhang , Yuxian Meng , Han Qiu , Guoyin Wang , Eduard Hovy , Jiwei Li


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GNN-LM: Language Modeling based on Global Contexts via GNN



Yuxian Meng , Shi Zong , Xiaoya Li , Xiaofei Sun , Tianwei Zhang , Fei Wu , Jiwei Li


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



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


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OpenViDial 2.0: A Larger-Scale, Open-Domain Dialogue Generation Dataset with Visual Contexts



Shuhe Wang , Yuxian Meng , Xiaoya Li , Xiaofei Sun , Rongbin Ouyang , Jiwei Li


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An MRC Framework for Semantic Role Labeling



Nan Wang , Jiwei Li , Yuxian Meng , Xiaofei Sun , Jun He


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Paraphrase Generation as Unsupervised Machine Translation



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


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ConRPG: Paraphrase Generation using Contexts as Regularizer



Yuxian Meng , Xiang Ao , Qing He , Xiaofei Sun , Qinghong Han , Fei Wu , Chun fan , Jiwei Li

* To appear at EMNLP2021 

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



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



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

* To appear at EMNLP2021 

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