HiddenCut: Simple Data Augmentation for Natural Language Understanding with Better Generalizability ACL IJCNLP

Jiaao Chen | Dinghan Shen | Weizhu Chen | Diyi Yang |

Improving Disentangled Text Representation Learning with Information-Theoretic Guidance ACL

Pengyu Cheng | Martin Renqiang Min | Dinghan Shen | Christopher Malon | Yizhe Zhang | Yitong Li | Lawrence Carin |

Generative Semantic Hashing Enhanced via Boltzmann Machines ACL

Lin Zheng | Qinliang Su | Dinghan Shen | Changyou Chen |

Improving Adversarial Text Generation by Modeling the Distant Future ACL

Ruiyi Zhang | Changyou Chen | Zhe Gan | Wenlin Wang | Dinghan Shen | Guoyin Wang | Zheng Wen | Lawrence Carin |

Improving Text Generation with Student-Forcing Optimal Transport EMNLP

Jianqiao Li | Chunyuan Li | Guoyin Wang | Hao Fu | Yuhchen Lin | Liqun Chen | Yizhe Zhang | Chenyang Tao | Ruiyi Zhang | Wenlin Wang | Dinghan Shen | Qian Yang | Lawrence Carin |

An End-to-End Generative Architecture for Paraphrase Generation EMNLP

Qian Yang | zhouyuan huo | Dinghan Shen | Yong Cheng | Wenlin Wang | Guoyin Wang | Lawrence Carin |

Document Hashing with Mixture-Prior Generative Models EMNLP

Wei Dong | Qinliang Su | Dinghan Shen | Changyou Chen |

Topic-Guided Variational Auto-Encoder for Text Generation NAACL

Wenlin Wang | Zhe Gan | Hongteng Xu | Ruiyi Zhang | Guoyin Wang | Dinghan Shen | Changyou Chen | Lawrence Carin |

Learning Compressed Sentence Representations for On-Device Text Processing ACL

Dinghan Shen | Pengyu Cheng | Dhanasekar Sundararaman | Xinyuan Zhang | Qian Yang | Meng Tang | Asli Celikyilmaz | Lawrence Carin |

Syntax-Infused Variational Autoencoder for Text Generation ACL

Xinyuan Zhang | Yi Yang | Siyang Yuan | Dinghan Shen | Lawrence Carin |

Towards Generating Long and Coherent Text with Multi-Level Latent Variable Models ACL

Dinghan Shen | Asli Celikyilmaz | Yizhe Zhang | Liqun Chen | Xin Wang | Jianfeng Gao | Lawrence Carin |

Improving Textual Network Embedding with Global Attention via Optimal Transport ACL

Liqun Chen | Guoyin Wang | Chenyang Tao | Dinghan Shen | Pengyu Cheng | Xinyuan Zhang | Wenlin Wang | Yizhe Zhang | Lawrence Carin |

Improved Semantic-Aware Network Embedding with Fine-Grained Word Alignment EMNLP

Dinghan Shen | Xinyuan Zhang | Ricardo Henao | Lawrence Carin |

Learning Context-Sensitive Convolutional Filters for Text Processing EMNLP

Dinghan Shen | Martin Renqiang Min | Yitong Li | Lawrence Carin |

Baseline Needs More Love: On Simple Word-Embedding-Based Models and Associated Pooling Mechanisms ACL

Dinghan Shen | Guoyin Wang | Wenlin Wang | Martin Renqiang Min | Qinliang Su | Yizhe Zhang | Chunyuan Li | Ricardo Henao | Lawrence Carin |

NASH: Toward End-to-End Neural Architecture for Generative Semantic Hashing ACL

Dinghan Shen | Qinliang Su | Paidamoyo Chapfuwa | Wenlin Wang | Guoyin Wang | Ricardo Henao | Lawrence Carin |

Joint Embedding of Words and Labels for Text Classification ACL

Guoyin Wang | Chunyuan Li | Wenlin Wang | Yizhe Zhang | Dinghan Shen | Xinyuan Zhang | Ricardo Henao | Lawrence Carin |