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• Xu Cao, Deyi Xiong, Chongyang Shi, Chao Wang, Yao Meng and Changjian Hu. Balanced Joint Adversarial Training for Robust Intent Detection and Slot Filling. Accepted by COLING 2020.
• Mingtong Liu, Erguang Yang, Deyi Xiong, Yujie Zhang, Yao Meng, Changjian Hu, Jinan Xu and Yufeng Chen. A Learning-Exploring Method to Generate Diverse Paraphrases with Multi-Objective Deep Reinforcement Learning. Accepted by COLING 2020.
• Yufang Huang, Wentao Zhu, Deyi Xiong, Yiye Zhang, Changjian Hu and Feiyu Xu. Cycle-Consistent Adversarial Autoencoders for Unsupervised Text Style Transfer. Accepted by COLING 2020.
• RiSAWOZ: A Large-Scale Multi-Domain Wizard-of-Oz Dataset with Rich Semantic Annotations for Task-Oriented Dialogue Modeling. Accepted by EMNLP 2020.
• Wanqiu Long, Bonnie Webber and Deyi Xiong. TED-CDB: A Large-Scale Chinese Discourse Relation Dataset on TED Talks. Accepted by EMNLP 2020.
• Jie He, Tao Wang, Deyi Xiong and Qun Liu. The Box is in the Pen: Evaluating Commonsense Reasoning in Neural Machine Translation. Accepted by Findings of EMNLP 2020.
• Hongfei Xu, Josef van Genabith, Deyi Xiong, Qiuhui Liu, Jingyi Zhang. Learning Source Phrase Representations for Neural Machine Translation. Accepted by ACL 2020.
• Hongfei Xu, Qiuhui Liu, Josef van Genabith, Deyi Xiong, Jingyi Zhang. Lipschitz Constrained Parameter Initialization for Deep Transformers. Accepted by ACL 2020.
• Hongfei Xu, Josef van Genabith, Deyi Xiong, Qiuhui Liu. Dynamically Adjusting Transformer Batch Size by Monitoring Gradient Direction Change. Accepted by ACL 2020.
• Jun Quan and Deyi Xiong. Modeling Long Context for Task-Oriented Dialogue State Generation. Accepted by ACL 2020.
• Hongfei Xu, Josef van Genabith, Deyi Xiong, Qiuhui Liu. Efficient Context-Aware Neural Machine Translation with Layer-Wise Weighting and Input-Aware Gating. Accepted by IJCAI- PRICAI 2020.
• Mingtong Liu, Erguang Yang, Deyi Xiong, Yujie Zhang, Chen Sheng, Changjian Hu, Jinan Xu, Yufeng Chen. Exploring Bilingual Parallel Corpora for Syntactically Controllable Paraphrase Generation. Accepted by IJCAI- PRICAI 2020.
• Biao Zhang, Deyi Xiong, Jun Xie, Jinsong Su. Neural Machine Translation With GRU-Gated Attention Model. Accepted by IEEE Transactions on Neural Networks and Learning Systems. 2020. DOI: 10.1109/TNNLS.2019.2957276. [pdf]
• Qian Cao, Shaohui Kuang and Deyi Xiong. Learning to Reuse Translations: Guiding Neural Machine Translation with Examples. Accepted by ECAI 2020. [pdf]
• Pei Zhang, Xu Zhang, Wei Chen, Jian Yu, Yanfeng Wang and Deyi Xiong. Learning Contextualized Sentence Representations for Document-Level Neural Machine Translation. Accepted by ECAI 2020.
• Wanqiu Long, Xinyi Cai, James E.M.Reid, Bonnie Webber and Deyi Xiong. Shallow Discourse Annotation for Chinese TED Talks. Accepted by LREC 2020. [pdf][dataset]

• Jiazuo Qiu, Deyi Xiong. 'Generating Highly Relevant Questions' Accepted by EMNLP 2019. [pdf]
• Jun Quan, Deyi Xiong, Bonnie Webber and Changjian Hu. 'GECOR: An End-to-End Generative Ellipsis and Co-reference Resolution Model for Task-Oriented Dialogue' Accepted by EMNLP 2019. Long Paper. [pdf]
• Jun Quan, Deyi Xiong. 'Effective Data Augmentation Approaches to End-to-End Task-Oriented Dialogue' Accepted by IALP 2019. [pdf]
• Yimin Jing, Deyi Xiong, Yan Zhen 'BiPaR: A Bilingual Parallel Dataset for Multilingual and Cross-lingual Reading Comprehension on Novels' Accepted as a long paper at EMNLP 2019 [pdf][code]
• Xin Tan, Longyin Zhang, Deyi Xiong and Guodong Zhou. 'Hierarchical Modeling of Global Context for Document-Level Neural Machine Translation' Accepted by EMNLP 2019. [pdf]
• Xin Tan, Shaohui Kuang, Deyi Xiong 'Detecting and Translating Dropped Pronouns in Neural Machine Translation' Accepted by NLPCC 2019. [pdf]
• Biao Zhang, Deyi Xiong, Jinsong Su, Jiebo Luo 'Future-Aware Knowledge Distillation for Neural Machine Translation' Accepted by IEEE/ACM Transactions on Audio, Speech, and Language Processing 2019. [pdf]
• Rodrigo Pereira dos Santos, João M. N. Silva, António Branco, Deyi Xiong 'The Direct Path May Not Be The Best: Portuguese-Chinese Neural Machine Translation' Accepted by EPIA 2019. [pdf]

• Cao Q, Xiong D. 'Encoding gated translation memory into neural machine translation' [C]//Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing 2018. [pdf]
• Biao Zhang, Deyi Xiong, Jinsong Su. 2018. 'Neural Machine Translation with Deep Attention' Accepted by IEEE Transactions on Pattern Analysis and Machine Intelligence. [pdf]
• Biao Zhang, Deyi Xiong, Jinsong Su, Yue Qin. 2018. 'Alignment-Supervised Bidimensional Attention-Based Recursive Autoencoders for Bilingual Phrase Representation' Accepted by IEEE transactions on cybernetics. [pdf]
• Jinsong Su, Biao Zhang, Deyi Xiong, Yang Liu, Min Zhang. 2018. 'Alignment-consistent recursive neural networks for bilingual phrase embeddings' Accepted by Knowledge-Based Systems. [pdf]
• Jinsong Su, Jiali Zeng, Deyi Xiong, Yang Liu, Mingxuan Wang and Jun Xie. 'A Hierarchy-to-Sequence Attentional Neural Machine Translation Model' Accepted by IEEE/ACM Transactions on Audio, Speech and Language Processing (TASLP) 2018. [pdf]
• Deyi XIONG, Junhui LI, Xing WANG and Biao ZHANG. 'Neural machine translation with constraints' Accepted by SCIENTIA SINICA Informationis. [pdf]
• Biao Zhang, Deyi Xiong, jinsong su and Qian Lin. 'Simplifying Neural Machine Translation with Addition-Subtraction Twin-Gated Recurrent Networks' Accepted by EMNLP 2018. [pdf]
• Qian Cao and Deyi Xiong. 'Encoding Gated Translation Memory into Neural Machine Translation' Accepted by EMNLP 2018. [pdf]
• Mingxuan Wang, Jun Xie, Zhixing Tan, Jinsong Su, Deyi Xiong and Chao Bian. 'Neural Machine Translation with Decoding History Enhanced Attention' Accepted by COLING 2018. [pdf]
• Shiqi Zhang and Deyi Xiong. 'Sentence Weighting for Neural Machine Translation Domain Adaptation' Accepted by COLING 2018. [pdf]
• Shaohui Kuang, Weihua Luo, Guodong Zhou and Deyi Xiong. 'Modeling Coherence for Neural Machine Translation with Dynamic and Topic Caches' Accepted by COLING 2018. [pdf]
• Shaohui Kuang and Deyi Xiong. 'Fusing Recency into Neural Machine Translation with an Inter-Sentence Gate Model' Accepted by COLING 2018. [pdf]
• Biao Zhang, Deyi Xiong and Jinsong Su. 'Accelerating Neural Transformer via an Average Attention Network' Accepted by ACL 2018. [pdf]
• Shaohui Kuang, Junhui Li, António Branco, Weihua Luo and Deyi Xiong. 'Attention Focusing for Neural Machine Translation by Bridging Source and Target Embeddings' Accepted by ACL 2018. [pdf]
• Jinsong Su, Shan Wu, Deyi Xiong, Yaojie Lu, Xianpei Han, Biao Zhang. 'Variational Recurrent Neural Machine Translation'. Accepted by AAAI 2018. [pdf]
• Zhiwei Ruan, Jinsong Su, Deyi Xiong, Rongrong Ji. 'Context-Aware Phrase Representation for Statistical Machine Translations'. Accepted by Pacific Rim International Conference on Artificial Intelligence 2018. [pdf]

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