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Data Augmentation Approaches in Natural Language Processing: A Survey


Oct 05, 2021
Bohan Li, Yutai Hou, Wanxiang Che


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Discovering Drug-Target Interaction Knowledge from Biomedical Literature


Sep 27, 2021
Yutai Hou, Yingce Xia, Lijun Wu, Shufang Xie, Yang Fan, Jinhua Zhu, Wanxiang Che, Tao Qin, Tie-Yan Liu


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Don't be Contradicted with Anything! CI-ToD: Towards Benchmarking Consistency for Task-oriented Dialogue System


Sep 23, 2021
Libo Qin, Tianbao Xie, Shijue Huang, Qiguang Chen, Xiao Xu, Wanxiang Che

* Accepted at EMNLP2021 Main Conference 

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DuRecDial 2.0: A Bilingual Parallel Corpus for Conversational Recommendation


Sep 18, 2021
Zeming Liu, Haifeng Wang, Zheng-Yu Niu, Hua Wu, Wanxiang Che

* Accepted by EMNLP 2021 

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Allocating Large Vocabulary Capacity for Cross-lingual Language Model Pre-training


Sep 15, 2021
Bo Zheng, Li Dong, Shaohan Huang, Saksham Singhal, Wanxiang Che, Ting Liu, Xia Song, Furu Wei

* EMNLP 2021 

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Understanding Attention in Machine Reading Comprehension


Aug 26, 2021
Yiming Cui, Wei-Nan Zhang, Wanxiang Che, Ting Liu, Zhigang Chen

* 11 pages 

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Consistency Regularization for Cross-Lingual Fine-Tuning


Jun 15, 2021
Bo Zheng, Li Dong, Shaohan Huang, Wenhui Wang, Zewen Chi, Saksham Singhal, Wanxiang Che, Ting Liu, Xia Song, Furu Wei

* ACL-2021 

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Adversarial Training for Machine Reading Comprehension with Virtual Embeddings


Jun 08, 2021
Ziqing Yang, Yiming Cui, Chenglei Si, Wanxiang Che, Ting Liu, Shijin Wang, Guoping Hu

* Accepted to *SEM 2021 workshop at ACL 2021 

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GL-GIN: Fast and Accurate Non-Autoregressive Model for Joint Multiple Intent Detection and Slot Filling


Jun 03, 2021
Libo Qin, Fuxuan Wei, Tianbao Xie, Xiao Xu, Wanxiang Che, Ting Liu

* Accepted at ACL2021 (main conference) 

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Bilingual Alignment Pre-training for Zero-shot Cross-lingual Transfer


Jun 03, 2021
Ziqing Yang, Wentao Ma, Yiming Cui, Jiani Ye, Wanxiang Che, Shijin Wang

* 4 pages 

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ExpMRC: Explainability Evaluation for Machine Reading Comprehension


May 10, 2021
Yiming Cui, Ting Liu, Wanxiang Che, Zhigang Chen, Shijin Wang

* 10 pages 

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A Survey on Spoken Language Understanding: Recent Advances and New Frontiers


Mar 04, 2021
Libo Qin, Tianbao Xie, Wanxiang Che, Ting Liu

* Survey for SLU Direction. Resources in \url{https://github.com/yizhen20133868/Awesome-SLU-Survey

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Discovering Dialog Structure Graph for Open-Domain Dialog Generation


Dec 31, 2020
Jun Xu, Zeyang Lei, Haifeng Wang, Zheng-Yu Niu, Hua Wu, Wanxiang Che, Ting Liu


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LayoutLMv2: Multi-modal Pre-training for Visually-Rich Document Understanding


Dec 29, 2020
Yang Xu, Yiheng Xu, Tengchao Lv, Lei Cui, Furu Wei, Guoxin Wang, Yijuan Lu, Dinei Florencio, Cha Zhang, Wanxiang Che, Min Zhang, Lidong Zhou

* Work in progress 

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Co-GAT: A Co-Interactive Graph Attention Network for Joint Dialog Act Recognition and Sentiment Classification


Dec 24, 2020
Libo Qin, Zhouyang Li, Wanxiang Che, Minheng Ni, Ting Liu

* Accepted by AAAI2021 (Long Paper). arXiv admin note: text overlap with arXiv:2008.06914 

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C2C-GenDA: Cluster-to-Cluster Generation for Data Augmentation of Slot Filling


Dec 13, 2020
Yutai Hou, Sanyuan Chen, Wanxiang Che, Cheng Chen, Ting Liu

* Accepted by AAAI-2021 

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Combining Self-Training and Self-Supervised Learning for Unsupervised Disfluency Detection


Oct 29, 2020
Shaolei Wang, Zhongyuan Wang, Wanxiang Che, Ting Liu


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Few-shot Learning for Multi-label Intent Detection


Oct 11, 2020
Yutai Hou, Yongkui Lai, Yushan Wu, Wanxiang Che, Ting Liu


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A Co-Interactive Transformer for Joint Slot Filling and Intent Detection


Oct 11, 2020
Libo Qin, Tailu Liu, Wanxiang Che, Bingbing Kang, Sendong Zhao, Ting Liu


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Injecting Word Information with Multi-Level Word Adapter for Chinese Spoken Language Understanding


Oct 08, 2020
Dechuang Teng, Libo Qin, Wanxiang Che, Sendong Zhao, Ting Liu


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N-LTP: A Open-source Neural Chinese Language Technology Platform with Pretrained Models


Sep 27, 2020
Wanxiang Che, Yunlong Feng, Libo Qin, Ting Liu

* Work in progress. Code is available at [GitHub](https://github.com/HIT-SCIR/ltp

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FewJoint: A Few-shot Learning Benchmark for Joint Language Understanding


Sep 17, 2020
Yutai Hou, Jiafeng Mao, Yongkui Lai, Cheng Chen, Wanxiang Che, Zhigang Chen, Ting Liu

* Code and dataset is available at: https://github.com/AtmaHou/MetaDialog 

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DCR-Net: A Deep Co-Interactive Relation Network for Joint Dialog Act Recognition and Sentiment Classification


Aug 16, 2020
Libo Qin, Wanxiang Che, Yangming Li, Minheng Ni, Ting Liu

* Accepted by AAAI2020 (Oral) 

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CoSDA-ML: Multi-Lingual Code-Switching Data Augmentation for Zero-Shot Cross-Lingual NLP


Jul 13, 2020
Libo Qin, Minheng Ni, Yue Zhang, Wanxiang Che

* Accepted at IJCAI2020. SOLE copyright holder is IJCAI (international Joint Conferences on Artificial Intelligence), all rights reserved. http://static.ijcai.org/2020-accepted_papers.html 

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Few-shot Slot Tagging with Collapsed Dependency Transfer and Label-enhanced Task-adaptive Projection Network


Jun 10, 2020
Yutai Hou, Wanxiang Che, Yongkui Lai, Zhihan Zhou, Yijia Liu, Han Liu, Ting Liu

* Accepted by ACL2020 

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Towards Conversational Recommendation over Multi-Type Dialogs


May 22, 2020
Zeming Liu, Haifeng Wang, Zheng-Yu Niu, Hua Wu, Wanxiang Che, Ting Liu

* Accepted by ACL 2020 

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Document Modeling with Graph Attention Networks for Multi-grained Machine Reading Comprehension


May 13, 2020
Bo Zheng, Haoyang Wen, Yaobo Liang, Nan Duan, Wanxiang Che, Daxin Jiang, Ming Zhou, Ting Liu

* ACL2020 

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