Learning to Contextually Aggregate Multi-Source Supervision for Sequence Labeling ACL

Ouyu Lan | Xiao Huang | Bill Yuchen Lin | He Jiang | Liyuan Liu | Xiang Ren |

Facet-Aware Evaluation for Extractive Summarization ACL

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

Understanding the Difficulty of Training Transformers EMNLP

Liyuan Liu | Xiaodong Liu | Jianfeng Gao | Weizhu Chen | Jiawei Han |

Looking Beyond Label Noise: Shifted Label Distribution Matters in Distantly Supervised Relation Extraction EMNLP

Qinyuan Ye | Liyuan Liu | Maosen Zhang | Xiang Ren |

CrossWeigh: Training Named Entity Tagger from Imperfect Annotations EMNLP

Zihan Wang | Jingbo Shang | Liyuan Liu | Lihao Lu | Jiacheng Liu | Jiawei Han |

Reliability-aware Dynamic Feature Composition for Name Tagging ACL

Ying Lin | Liyuan Liu | Heng Ji | Dong Yu | Jiawei Han |

Arabic Named Entity Recognition: What Works and What’s Next ACL WS

Liyuan Liu | Jingbo Shang | Jiawei Han |

Efficient Contextualized Representation: Language Model Pruning for Sequence Labeling EMNLP

Liyuan Liu | Xiang Ren | Jingbo Shang | Xiaotao Gu | Jian Peng | Jiawei Han |

Learning Named Entity Tagger using Domain-Specific Dictionary EMNLP

Jingbo Shang | Liyuan Liu | Xiaotao Gu | Xiang Ren | Teng Ren | Jiawei Han |

Heterogeneous Supervision for Relation Extraction: A Representation Learning Approach EMNLP

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