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Unsupervised Text Generation by Learning from Search

Jul 09, 2020
Jingjing Li, Zichao Li, Lili Mou, Xin Jiang, Michael R. Lyu, Irwin King


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Iterative Edit-Based Unsupervised Sentence Simplification

Jun 17, 2020
Dhruv Kumar, Lili Mou, Lukasz Golab, Olga Vechtomova

* The paper has been accepted to ACL 2020 

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Discrete Optimization for Unsupervised Sentence Summarization with Word-Level Extraction

May 04, 2020
Raphael Schumann, Lili Mou, Yao Lu, Olga Vechtomova, Katja Markert

* Accepted at ACL 2020 

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How Chaotic Are Recurrent Neural Networks?

Apr 28, 2020
Pourya Vakilipourtakalou, Lili Mou

* ICLR 2020 Workshop DeepDiffEq 

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TreeGen: A Tree-Based Transformer Architecture for Code Generation

Nov 28, 2019
Zeyu Sun, Qihao Zhu, Yingfei Xiong, Yican Sun, Lili Mou, Lu Zhang

* AAAI 2020 

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Stylized Text Generation Using Wasserstein Autoencoders with a Mixture of Gaussian Prior

Nov 10, 2019
Amirpasha Ghabussi, Lili Mou, Olga Vechtomova


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Conditional Response Generation Using Variational Alignment

Nov 10, 2019
Kashif Khan, Gaurav Sahu, Vikash Balasubramanian, Lili Mou, Olga Vechtomova

* 7 pages, 2 Tables, 1 figure 

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Unsupervised Paraphrasing by Simulated Annealing

Sep 10, 2019
Xianggen Liu, Lili Mou, Fandong Meng, Hao Zhou, Jie Zhou, Sen Song


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Generating Sentences from Disentangled Syntactic and Semantic Spaces

Jul 06, 2019
Yu Bao, Hao Zhou, Shujian Huang, Lei Li, Lili Mou, Olga Vechtomova, Xinyu Dai, Jiajun Chen

* 11 pages, accepted in ACL-2019 

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An Imitation Learning Approach to Unsupervised Parsing

Jun 05, 2019
Bowen Li, Lili Mou, Frank Keller

* ACL2019 

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Distilling Task-Specific Knowledge from BERT into Simple Neural Networks

Mar 28, 2019
Raphael Tang, Yao Lu, Linqing Liu, Lili Mou, Olga Vechtomova, Jimmy Lin

* 8 pages, 2 figures; first three authors contributed equally 

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CGMH: Constrained Sentence Generation by Metropolis-Hastings Sampling

Nov 14, 2018
Ning Miao, Hao Zhou, Lili Mou, Rui Yan, Lei Li

* AAAI19 

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A Grammar-Based Structural CNN Decoder for Code Generation

Nov 14, 2018
Zeyu Sun, Qihao Zhu, Lili Mou, Yingfei Xiong, Ge Li, Lu Zhang


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Progressive Memory Banks for Incremental Domain Adaptation

Nov 01, 2018
Nabiha Asghar, Lili Mou, Kira A. Selby, Kevin D. Pantasdo, Pascal Poupart, Xin Jiang


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Hierarchical RNN with Static Sentence-Level Attention for Text-Based Speaker Change Detection

Sep 28, 2018
Zhao Meng, Lili Mou, Zhi Jin

* In Proceedings of the ACM on Conference on Information and Knowledge Management (CIKM), 2017 

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Towards Neural Speaker Modeling in Multi-Party Conversation: The Task, Dataset, and Models

Sep 28, 2018
Zhao Meng, Lili Mou, Zhi Jin

* In Proceedings of the Language Resources and Evaluation Conference (LREC), 2018 

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Disentangled Representation Learning for Non-Parallel Text Style Transfer

Sep 11, 2018
Vineet John, Lili Mou, Hareesh Bahuleyan, Olga Vechtomova

* 11 pages, 7 figures, 6 tables; Preliminary work rejected by EMNLP-18 

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JUMPER: Learning When to Make Classification Decisions in Reading

Jul 06, 2018
Xianggen Liu, Lili Mou, Haotian Cui, Zhengdong Lu, Sen Song

* Accepted by IJCAI 2018 

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Probabilistic Natural Language Generation with Wasserstein Autoencoders

Jun 22, 2018
Hareesh Bahuleyan, Lili Mou, Kartik Vamaraju, Hao Zhou, Olga Vechtomova

* 7 Pages, 2 Tables, 3 Figures 

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Variational Attention for Sequence-to-Sequence Models

Jun 21, 2018
Hareesh Bahuleyan, Lili Mou, Olga Vechtomova, Pascal Poupart

* In Proceedings of COLING 2018. Also accepted by TADGM [email protected] 2018 for presentation 

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Modeling Past and Future for Neural Machine Translation

Dec 26, 2017
Zaixiang Zheng, Hao Zhou, Shujian Huang, Lili Mou, Xinyu Dai, Jiajun Chen, Zhaopeng Tu

* Accepted by Transaction of ACL 

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Why Do Neural Dialog Systems Generate Short and Meaningless Replies? A Comparison between Dialog and Translation

Dec 06, 2017
Bolin Wei, Shuai Lu, Lili Mou, Hao Zhou, Pascal Poupart, Ge Li, Zhi Jin


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Affective Neural Response Generation

Sep 12, 2017
Nabiha Asghar, Pascal Poupart, Jesse Hoey, Xin Jiang, Lili Mou

* 8 pages 

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RUBER: An Unsupervised Method for Automatic Evaluation of Open-Domain Dialog Systems

Jul 16, 2017
Chongyang Tao, Lili Mou, Dongyan Zhao, Rui Yan


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Coupling Distributed and Symbolic Execution for Natural Language Queries

Jun 16, 2017
Lili Mou, Zhengdong Lu, Hang Li, Zhi Jin

* Accepted by ICML-17; also presented at ICLR-17 Workshop 

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How Transferable are Neural Networks in NLP Applications?

Oct 13, 2016
Lili Mou, Zhao Meng, Rui Yan, Ge Li, Yan Xu, Lu Zhang, Zhi Jin

* Accepted by EMNLP-16 

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Sequence to Backward and Forward Sequences: A Content-Introducing Approach to Generative Short-Text Conversation

Oct 13, 2016
Lili Mou, Yiping Song, Rui Yan, Ge Li, Lu Zhang, Zhi Jin

* Accepted by COLING 

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Improved Relation Classification by Deep Recurrent Neural Networks with Data Augmentation

Oct 13, 2016
Yan Xu, Ran Jia, Lili Mou, Ge Li, Yunchuan Chen, Yangyang Lu, Zhi Jin

* Accepted by COLING-16 

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Dialogue Session Segmentation by Embedding-Enhanced TextTiling

Oct 13, 2016
Yiping Song, Lili Mou, Rui Yan, Li Yi, Zinan Zhu, Xiaohua Hu, Ming Zhang

* INTERSPEECH-16, pages 2706--2710 

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