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Faster Nearest Neighbor Machine Translation


Dec 15, 2021
Shuhe Wang, Jiwei Li, Yuxian Meng, Rongbin Ouyang, Guoyin Wang, Xiaoya Li, Tianwei Zhang, Shi Zong


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A General Framework for Defending Against Backdoor Attacks via Influence Graph


Nov 29, 2021
Xiaofei Sun, Jiwei Li, Xiaoya Li, Ziyao Wang, Tianwei Zhang, Han Qiu, Fei Wu, Chun Fan


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Triggerless Backdoor Attack for NLP Tasks with Clean Labels


Nov 15, 2021
Leilei Gan, Jiwei Li, Tianwei Zhang, Xiaoya Li, Yuxian Meng, Fei Wu, Shangwei Guo, Chun Fan

* 8 pages, 2 figures, 6 tables 

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Interpreting Deep Learning Models in Natural Language Processing: A Review


Oct 25, 2021
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


Oct 17, 2021
Yuxian Meng, Shi Zong, Xiaoya Li, Xiaofei Sun, Tianwei Zhang, Fei Wu, Jiwei Li


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Fingerprinting Multi-exit Deep Neural Network Models via Inference Time


Oct 07, 2021
Tian Dong, Han Qiu, Tianwei Zhang, Jiwei Li, Hewu Li, Jialiang Lu


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


Sep 28, 2021
Shuhe Wang, Yuxian Meng, Xiaoya Li, Xiaofei Sun, Rongbin Ouyang, Jiwei Li


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An MRC Framework for Semantic Role Labeling


Sep 14, 2021
Nan Wang, Jiwei Li, Yuxian Meng, Xiaofei Sun, Jun He


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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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ConRPG: Paraphrase Generation using Contexts as Regularizer


Sep 01, 2021
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


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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ChineseBERT: Chinese Pretraining Enhanced by Glyph and Pinyin Information


Jun 30, 2021
Zijun Sun, Xiaoya Li, Xiaofei Sun, Yuxian Meng, Xiang Ao, Qing He, Fei Wu, Jiwei Li

* To appear at ACL2021 

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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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Fast Nearest Neighbor Machine Translation


May 30, 2021
Yuxian Meng, Xiaoya Li, Xiayu Zheng, Fei Wu, Xiaofei Sun, Tianwei Zhang, Jiwei Li


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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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Modeling Text-visual Mutual Dependency for Multi-modal Dialog Generation


May 30, 2021
Shuhe Wang, Yuxian Meng, Xiaofei Sun, Fei Wu, Rongbin Ouyang, Rui Yan, Tianwei Zhang, Jiwei Li

* arXiv admin note: text overlap with arXiv:2012.15015 

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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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BertGCN: Transductive Text Classification by Combining GCN and BERT


May 16, 2021
Yuxiao Lin, Yuxian Meng, Xiaofei Sun, Qinghong Han, Kun Kuang, Jiwei Li, Fei Wu


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Complex Spectral Mapping With Attention Based Convolution Recurrent Neural Network for Speech Enhancement


Apr 15, 2021
Liming Zhou, Yongyu Gao, Ziluo Wang, Jiwei Li, Wenbin Zhang

* Interspeech2021 submitted 

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Complex Spectral Mapping With Attention Based Convolution Recrrent Neural Network for Speech Enhancement


Apr 12, 2021
Liming Zhou, Yongyu Gao, Ziluo Wang, Jiwei Li, Wenbin Zhang

* Interspeech2021 submitted 

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OpenViDial: A Large-Scale, Open-Domain Dialogue Dataset with Visual Contexts


Dec 30, 2020
Yuxian Meng, Shuhe Wang, Qinghong Han, Xiaofei Sun, Fei Wu, Rui Yan, Jiwei Li

* Dataset, visual features and code are found at https://github.com/ShannonAI/OpenViDial 

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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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