When does Further Pre-training MLM Help? An Empirical Study on Task-Oriented Dialog Pre-training EMNLP insights

Qi Zhu | Yuxian Gu | Lingxiao Luo | Bing Li | Cheng Li | Wei Peng | Minlie Huang | Xiaoyan Zhu |

ConvLab-2: An Open-Source Toolkit for Building, Evaluating, and Diagnosing Dialogue Systems ACL

Qi Zhu | Zheng Zhang | Yan Fang | Xiang Li | Ryuichi Takanobu | Jinchao Li | Baolin Peng | Jianfeng Gao | Xiaoyan Zhu | Minlie Huang |

Facet-Aware Evaluation for Extractive Summarization ACL

Yuning Mao | Liyuan Liu | Qi Zhu | Xiang Ren | Jiawei Han |

Is Your Goal-Oriented Dialog Model Performing Really Well? Empirical Analysis of System-wise Evaluation SIGDIAL

Ryuichi Takanobu | Qi Zhu | Jinchao Li | Baolin Peng | Jianfeng Gao | Minlie Huang |

CrossWOZ: A Large-Scale Chinese Cross-Domain Task-Oriented Dialogue Dataset TACL

Qi Zhu | Kaili Huang | Zheng Zhang | Xiaoyan Zhu | Minlie Huang |

ConvLab: Multi-Domain End-to-End Dialog System Platform ACL

Sungjin Lee | Qi Zhu | Ryuichi Takanobu | Zheng Zhang | Yaoqin Zhang | Xiang Li | Jinchao Li | Baolin Peng | Xiujun Li | Minlie Huang | Jianfeng Gao |

Heterogeneous Supervision for Relation Extraction: A Representation Learning Approach EMNLP

Liyuan Liu | Xiang Ren | Qi Zhu | Shi Zhi | Huan Gui | Heng Ji | Jiawei Han |

Life-iNet: A Structured Network-Based Knowledge Exploration and Analytics System for Life Sciences ACL

Xiang Ren | Jiaming Shen | Meng Qu | Xuan Wang | Zeqiu Wu | Qi Zhu | Meng Jiang | Fangbo Tao | Saurabh Sinha | David Liem | Peipei Ping | Richard Weinshilboum | Jiawei Han |