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Manual Evaluation Matters: Reviewing Test Protocols of Distantly Supervised Relation Extraction


May 20, 2021
Tianyu Gao, Xu Han, Keyue Qiu, Yuzhuo Bai, Zhiyu Xie, Yankai Lin, Zhiyuan Liu, Peng Li, Maosong Sun, Jie Zhou

* ACL 2021 Findings 

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SimCSE: Simple Contrastive Learning of Sentence Embeddings


Apr 18, 2021
Tianyu Gao, Xingcheng Yao, Danqi Chen


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Making Pre-trained Language Models Better Few-shot Learners


Dec 31, 2020
Tianyu Gao, Adam Fisch, Danqi Chen


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Learning from Context or Names? An Empirical Study on Neural Relation Extraction


Oct 05, 2020
Hao Peng, Tianyu Gao, Xu Han, Yankai Lin, Peng Li, Zhiyuan Liu, Maosong Sun, Jie Zhou

* Accepted by EMNLP 2020 

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Few-shot Relation Extraction via Bayesian Meta-learning on Relation Graphs


Jul 05, 2020
Meng Qu, Tianyu Gao, Louis-Pascal A. C. Xhonneux, Jian Tang

* icml2020 

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More Data, More Relations, More Context and More Openness: A Review and Outlook for Relation Extraction


Apr 07, 2020
Xu Han, Tianyu Gao, Yankai Lin, Hao Peng, Yaoliang Yang, Chaojun Xiao, Zhiyuan Liu, Peng Li, Maosong Sun, Jie Zhou


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KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation


Nov 13, 2019
Xiaozhi Wang, Tianyu Gao, Zhaocheng Zhu, Zhiyuan Liu, Juanzi Li, Jian Tang

* work in progress 

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FewRel 2.0: Towards More Challenging Few-Shot Relation Classification


Oct 16, 2019
Tianyu Gao, Xu Han, Hao Zhu, Zhiyuan Liu, Peng Li, Maosong Sun, Jie Zhou

* Accepted to EMNLP2019 

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OpenNRE: An Open and Extensible Toolkit for Neural Relation Extraction


Sep 28, 2019
Xu Han, Tianyu Gao, Yuan Yao, Demin Ye, Zhiyuan Liu, Maosong Sun


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Neural Snowball for Few-Shot Relation Learning


Aug 29, 2019
Tianyu Gao, Xu Han, Ruobing Xie, Zhiyuan Liu, Fen Lin, Leyu Lin, Maosong Sun


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