My Publications

Huihan Li*, Tianyu Gao*, Manan Goenka, Danqi Chen (* indicates equal contribution)
Ditch the Gold Standard: Re-evaluating Conversational Question Answering
Preprint, 2021 pdf code

Tianyu Gao*, Xingcheng Yao*, Danqi Chen (* indicates equal contribution)
SimCSE: Simple Contrastive Learning of Sentence Embeddings
Proceedings of EMNLP, 2021 pdf code

Tianyu Gao*, Adam Fisch*, Danqi Chen (* indicates equal contribution)
Making Pre-trained Language Models Better Few-shot Learners
Proceedings of ACL, 2021 pdf code

Tianyu Gao, Xu Han, Keyue Qiu, Yuzhuo Bai, Zhiyu Xie, Yankai Lin, Zhiyuan Liu, Peng Li, Maosong Sun, Jie Zhou
Manual Evaluation Matters: Reviewing Test Protocols of Distantly Supervised Relation Extraction
Proceedings of ACL Findings, 2021 pdf code

Hao Peng*, Tianyu Gao*, Xu Han, Yankai Lin, Peng Li, Zhiyuan Liu, Maosong Sun, Jie Zhou (* indicates equal contribution)
Learning from Context or Names? An Empirical Study on Neural Relation Extraction
Proceedings of EMNLP, 2020 pdf code

Xu Han*, Tianyu Gao*, Yankai Lin*, Hao Peng, Yaoliang Yang, Chaojun Xiao, Zhiyuan Liu, Peng Li, Maosong Sun, Jie Zhou (* indicates equal contribution)
More Data, More Relations, More Context and More Openness: A Review and Outlook for Relation Extraction
Proceedings of AACL, 2020 pdf

Xu Han*, Yi Dai*, Tianyu Gao, Yankai Lin, Zhiyuan Liu, Peng Li, Maosong Sun, Jie Zhou (* indicates equal contribution)
Continual Relation Learning via Episodic Memory Activation and Reconsolidation
Proceedings of ACL, 2020 pdf code

Meng Qu, Tianyu Gao, Louis-Pascal Xhonneux, Jian Tang
Few-shot Relation Extraction via Bayesian Meta-learning on Task Graphs
Proceedings of ICML, 2020 pdf

Xiaozhi Wang, Tianyu Gao, Zhaocheng Zhu, Zhiyuan Liu, Juanzi Li, Jian Tang
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation
Proceedings of TACL, 2020 pdf

Tianyu Gao, Xu Han, Ruobing Xie, Zhiyuan Liu, Fen Lin, Leyu Lin, Maosong Sun
Neural Snowball for Few-Shot Relation Learning
Proceedings of AAAI, 2020 pdf code

Tianyu Gao, Xu Han, Hao Zhu, Zhiyuan Liu, Peng Li, Maosong Sun, Jie Zhou
FewRel 2.0: Towards More Challenging Few-Shot Relation Classification
Proceedings of EMNLP (Short Paper), 2019 pdf code

Xu Han*, Tianyu Gao*, Yuan Yao, Deming Ye, Zhiyuan Liu, Maosong Sun (* indicates equal contribution)
OpenNRE: An Open and Extensible Toolkit for Neural Relation Extraction
Proceedings of EMNLP (Demonstration Track), 2019 pdf code

Tianyu Gao*, Xu Han*, Zhiyuan Liu and Maosong Sun. (* indicates equal contribution)
Hybrid Attention-Based Prototypical Networks for Noisy Few-Shot Relation Classification
Proceedings of AAAI, 2019 pdf code