Out-of-Distribution Generalization in Natural Language Processing: Past, Present, and Future EMNLP

Linyi Yang | Yaoxian Song | Xuan Ren | Chenyang Lyu | Yidong Wang | Jingming Zhuo | Lingqiao Liu | Jindong Wang | Jennifer Foster | Yue Zhang |

Progressive Class Semantic Matching for Semi-supervised Text Classification NAACL

Haiming Xu | Lingqiao Liu | Ehsan Abbasnejad |

Don’t Miss the Labels: Label-semantic Augmented Meta-Learner for Few-Shot Text Classification Findings

Qiaoyang Luo | Lingqiao Liu | Yuhao Lin | Wei Zhang |

Contextualize Knowledge Bases with Transformer for End-to-end Task-Oriented Dialogue Systems EMNLP

Yanjie Gou | Yinjie Lei | Lingqiao Liu | Yong Dai | Chunxu Shen |