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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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Multi-Domain Spoken Language Understanding Using Domain- and Task-Aware Parameterization


Apr 30, 2020
Libo Qin, Minheng Ni, Yue Zhang, Wanxiang Che, Yangming Li, Ting Liu


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Dynamic Fusion Network for Multi-Domain End-to-end Task-Oriented Dialog


Apr 29, 2020
Libo Qin, Xiao Xu, Wanxiang Che, Yue Zhang, Ting Liu

* ACL2020 

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Revisiting Pre-Trained Models for Chinese Natural Language Processing


Apr 29, 2020
Yiming Cui, Wanxiang Che, Ting Liu, Bing Qin, Shijin Wang, Guoping Hu

* 11 pages, as an extension to arXiv:1906.08101 

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Recall and Learn: Fine-tuning Deep Pretrained Language Models with Less Forgetting


Apr 27, 2020
Sanyuan Chen, Yutai Hou, Yiming Cui, Wanxiang Che, Ting Liu, Xiangzhan Yu


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TD-GIN: Token-level Dynamic Graph-Interactive Network for Joint Multiple Intent Detection and Slot Filling


Apr 21, 2020
Libo Qin, Xiao Xu, Wanxiang Che, Ting Liu


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A Sentence Cloze Dataset for Chinese Machine Reading Comprehension


Apr 07, 2020
Yiming Cui, Ting Liu, Ziqing Yang, Zhipeng Chen, Wentao Ma, Wanxiang Che, Shijin Wang, Guoping Hu

* 6 pages 

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TextBrewer: An Open-Source Knowledge Distillation Toolkit for Natural Language Processing


Feb 28, 2020
Ziqing Yang, Yiming Cui, Zhipeng Chen, Wanxiang Che, Ting Liu, Shijin Wang, Guoping Hu

* 8 pages 

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Discriminative Sentence Modeling for Story Ending Prediction


Dec 19, 2019
Yiming Cui, Wanxiang Che, Wei-Nan Zhang, Ting Liu, Shijin Wang, Guoping Hu

* 8 pages, accepted as a conference paper at AAAI 2020 

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Contextual Recurrent Units for Cloze-style Reading Comprehension


Nov 14, 2019
Yiming Cui, Wei-Nan Zhang, Wanxiang Che, Ting Liu, Zhipeng Chen, Shijin Wang, Guoping Hu

* 10 pages 

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Improving Machine Reading Comprehension via Adversarial Training


Nov 09, 2019
Ziqing Yang, Yiming Cui, Wanxiang Che, Ting Liu, Shijin Wang, Guoping Hu


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