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Multi-task Retrieval for Knowledge-Intensive Tasks

Jan 01, 2021
Jean Maillard, Vladimir Karpukhin, Fabio Petroni, Wen-tau Yih, Barlas Oğuz, Veselin Stoyanov, Gargi Ghosh


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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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SemEval-2013 Task 2: Sentiment Analysis in Twitter

Dec 14, 2019
Preslav Nakov, Zornitsa Kozareva, Alan Ritter, Sara Rosenthal, Veselin Stoyanov, Theresa Wilson

* SemEval-2013 
* Sentiment analysis, microblog sentiment analysis, Twitter opinion mining, SMS 

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SemEval-2014 Task 9: Sentiment Analysis in Twitter

Dec 06, 2019
Sara Rosenthal, Preslav Nakov, Alan Ritter, Veselin Stoyanov

* SemEval-2014 
* Sentiment analysis, microblog sentiment analysis, Twitter opinion mining, sarcasm, LiveJournal, SMS 

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SemEval-2015 Task 10: Sentiment Analysis in Twitter

Dec 05, 2019
Sara Rosenthal, Saif M Mohammad, Preslav Nakov, Alan Ritter, Svetlana Kiritchenko, Veselin Stoyanov

* SemEval-2015 
* Sentiment analysis, sentiment towards a topic, quantification, microblog sentiment analysis; Twitter opinion mining 

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SemEval-2016 Task 4: Sentiment Analysis in Twitter

Dec 03, 2019
Preslav Nakov, Alan Ritter, Sara Rosenthal, Fabrizio Sebastiani, Veselin Stoyanov

* SemEval-2016 
* Sentiment analysis, sentiment towards a topic, quantification, microblog sentiment analysis; Twitter opinion mining. arXiv admin note: text overlap with arXiv:1912.00741 

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Emerging Cross-lingual Structure in Pretrained Language Models

Nov 10, 2019
Shijie Wu, Alexis Conneau, Haoran Li, Luke Zettlemoyer, Veselin Stoyanov

* 10 pages, 7 figures, add contextual word-level alignment of monolingual BERT (v1 -> v2) 

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Unsupervised Cross-lingual Representation Learning at Scale

Nov 05, 2019
Alexis Conneau, Kartikay Khandelwal, Naman Goyal, Vishrav Chaudhary, Guillaume Wenzek, Francisco Guzmán, Edouard Grave, Myle Ott, Luke Zettlemoyer, Veselin Stoyanov

* 12 pages, 7 figures 

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Bridging the domain gap in cross-lingual document classification

Sep 20, 2019
Guokun Lai, Barlas Oguz, Yiming Yang, Veselin Stoyanov


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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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XNLI: Evaluating Cross-lingual Sentence Representations

Sep 13, 2018
Alexis Conneau, Guillaume Lample, Ruty Rinott, Adina Williams, Samuel R. Bowman, Holger Schwenk, Veselin Stoyanov

* EMNLP 2018 

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Simple Fusion: Return of the Language Model

Sep 01, 2018
Felix Stahlberg, James Cross, Veselin Stoyanov

* WMT18 paper 

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