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Compression, Transduction, and Creation: A Unified Framework for Evaluating Natural Language Generation


Sep 14, 2021
Mingkai Deng, Bowen Tan, Zhengzhong Liu, Eric P. Xing, Zhiting Hu

* EMNLP 2021, Code available at https://github.com/tanyuqian/ctc-gen-eval 

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Text Generation with Efficient (Soft) Q-Learning


Jun 17, 2021
Han Guo, Bowen Tan, Zhengzhong Liu, Eric P. Xing, Zhiting Hu

* Code available at https://github.com/HanGuo97/soft-Q-learning-for-text-generation 

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Summarizing Text on Any Aspects: A Knowledge-Informed Weakly-Supervised Approach


Oct 18, 2020
Bowen Tan, Lianhui Qin, Eric P. Xing, Zhiting Hu

* EMNLP 2020, code and data available at https://github.com/tanyuqian/aspect-based-summarization 

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Progressive Generation of Long Text


Jun 28, 2020
Bowen Tan, Zichao Yang, Maruan AI-Shedivat, Eric P. Xing, Zhiting Hu

* Code available at https://github.com/tanyuqian/progressive-generation 

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Automatic Text Summarization of COVID-19 Medical Research Articles using BERT and GPT-2


Jun 03, 2020
Virapat Kieuvongngam, Bowen Tan, Yiming Niu


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On the Generation of Medical Dialogues for COVID-19


May 11, 2020
Wenmian Yang, Guangtao Zeng, Bowen Tan, Zeqian Ju, Subrato Chakravorty, Xuehai He, Shu Chen, Xingyi Yang, Qingyang Wu, Zhou Yu, Eric Xing, Pengtao Xie


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Learning Data Manipulation for Augmentation and Weighting


Oct 28, 2019
Zhiting Hu, Bowen Tan, Ruslan Salakhutdinov, Tom Mitchell, Eric P. Xing

* NeurIPS 2019 

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AgentGraph: Towards Universal Dialogue Management with Structured Deep Reinforcement Learning


May 27, 2019
Lu Chen, Zhi Chen, Bowen Tan, Sishan Long, Milica Gasic, Kai Yu

* 14 pages, 8 figures; Accepted by IEEE/ACM TRANSACTIONS ON AUDIO, SPEECH, AND LANGUAGE PROCESSING 

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Connecting the Dots Between MLE and RL for Sequence Generation


Nov 24, 2018
Bowen Tan, Zhiting Hu, Zichao Yang, Ruslan Salakhutdinov, Eric Xing

* The first two authors contributed equally. Code available at: https://github.com/asyml/texar/tree/master/examples/seq2seq_exposure_bias 

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Texar: A Modularized, Versatile, and Extensible Toolkit for Text Generation


Sep 04, 2018
Zhiting Hu, Haoran Shi, Zichao Yang, Bowen Tan, Tiancheng Zhao, Junxian He, Wentao Wang, Xingjiang Yu, Lianhui Qin, Di Wang, Xuezhe Ma, Hector Liu, Xiaodan Liang, Wanrong Zhu, Devendra Singh Sachan, Eric P. Xing

* 14 pages; Github: https://github.com/asyml/texar 

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Autonomous Driving in Reality with Reinforcement Learning and Image Translation


Jan 13, 2018
Bowen Tan, Nayun Xu, Bingyu Kong

* arXiv admin note: text overlap with arXiv:1704.03952 by other authors 

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