Few-Shot Named Entity Recognition: An Empirical Baseline Study EMNLP

Jiaxin Huang | Chunyuan Li | Krishan Subudhi | Damien Jose | Shobana Balakrishnan | Weizhu Chen | Baolin Peng | Jianfeng Gao | Jiawei Han |

Distantly-Supervised Named Entity Recognition with Noise-Robust Learning and Language Model Augmented Self-Training EMNLP

Yu Meng | Yunyi Zhang | Jiaxin Huang | Xuan Wang | Yu Zhang | Heng Ji | Jiawei Han |

Text Classification Using Label Names Only: A Language Model Self-Training Approach EMNLP

Yu Meng | Yunyi Zhang | Jiaxin Huang | Chenyan Xiong | Heng Ji | Chao Zhang | Jiawei Han |

Weakly-Supervised Aspect-Based Sentiment Analysis via Joint Aspect-Sentiment Topic Embedding EMNLP

Jiaxin Huang | Yu Meng | Fang Guo | Heng Ji | Jiawei Han |