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Supervised Contrastive Learning for Pre-trained Language Model Fine-tuning

Nov 12, 2020
Beliz Gunel, Jingfei Du, Alexis Conneau, Ves Stoyanov


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Self-training Improves Pre-training for Natural Language Understanding

Oct 05, 2020
Jingfei Du, Edouard Grave, Beliz Gunel, Vishrav Chaudhary, Onur Celebi, Michael Auli, Ves Stoyanov, Alexis Conneau

* 8 pages 

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Answering Complex Open-Domain Questions with Multi-Hop Dense Retrieval

Sep 27, 2020
Wenhan Xiong, Xiang Lorraine Li, Srini Iyer, Jingfei Du, Patrick Lewis, William Yang Wang, Yashar Mehdad, Wen-tau Yih, Sebastian Riedel, Douwe Kiela, Barlas Oğuz


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General Purpose Text Embeddings from Pre-trained Language Models for Scalable Inference

Apr 29, 2020
Jingfei Du, Myle Ott, Haoran Li, Xing Zhou, Veselin Stoyanov


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Pretrained Encyclopedia: Weakly Supervised Knowledge-Pretrained Language Model

Dec 20, 2019
Wenhan Xiong, Jingfei Du, William Yang Wang, Veselin Stoyanov

* Accepted to ICLR 2020 

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RoBERTa: A Robustly Optimized BERT Pretraining Approach

Jul 26, 2019
Yinhan Liu, Myle Ott, Naman Goyal, Jingfei Du, Mandar Joshi, Danqi Chen, Omer Levy, Mike Lewis, Luke Zettlemoyer, Veselin Stoyanov


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Knowledge-Augmented Language Model and its Application to Unsupervised Named-Entity Recognition

Apr 09, 2019
Angli Liu, Jingfei Du, Veselin Stoyanov

* NAACL 2019 

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