Prompt-free and Efficient Few-shot Learning with Language Models ACL

Rabeeh Karimi Mahabadi | Luke Zettlemoyer | James Henderson | Lambert Mathias | Marzieh Saeidi | Veselin Stoyanov | Majid Yazdani |

Improving In-Context Few-Shot Learning via Self-Supervised Training NAACL

Mingda Chen | Jingfei Du | Ramakanth Pasunuru | Todor Mihaylov | Srini Iyer | Veselin Stoyanov | Zornitsa Kozareva |

Efficient Large Scale Language Modeling with Mixtures of Experts EMNLP

Mikel Artetxe | Shruti Bhosale | Naman Goyal | Todor Mihaylov | Myle Ott | Sam Shleifer | Xi Victoria Lin | Jingfei Du | Srinivasan Iyer | Ramakanth Pasunuru | Giridharan Anantharaman | Xian Li | Shuohui Chen | Halil Akin | Mandeep Baines | Louis Martin | Xing Zhou | Punit Singh Koura | Brian O’Horo | Jeffrey Wang | Luke Zettlemoyer | Mona Diab | Zornitsa Kozareva | Veselin Stoyanov |

ToKen: Task Decomposition and Knowledge Infusion for Few-Shot Hate Speech Detection EMNLP

Badr AlKhamissi | Faisal Ladhak | Srinivasan Iyer | Veselin Stoyanov | Zornitsa Kozareva | Xian Li | Pascale Fung | Lambert Mathias | Asli Celikyilmaz | Mona Diab |

Prompting ELECTRA: Few-Shot Learning with Discriminative Pre-Trained Models EMNLP

Mengzhou Xia | Mikel Artetxe | Jingfei Du | Danqi Chen | Veselin Stoyanov |

On the Role of Bidirectionality in Language Model Pre-Training F i n d i n g s - E M N L P

Mikel Artetxe | Jingfei Du | Naman Goyal | Luke Zettlemoyer | Veselin Stoyanov |

Few-shot Learning with Multilingual Generative Language Models EMNLP

Xi Victoria Lin | Todor Mihaylov | Mikel Artetxe | Tianlu Wang | Shuohui Chen | Daniel Simig | Myle Ott | Naman Goyal | Shruti Bhosale | Jingfei Du | Ramakanth Pasunuru | Sam Shleifer | Punit Singh Koura | Vishrav Chaudhary | Brian O’Horo | Jeff Wang | Luke Zettlemoyer | Zornitsa Kozareva | Mona Diab | Veselin Stoyanov | Xian Li |

Self-training Improves Pre-training for Natural Language Understanding NAACL

Jingfei Du | Edouard Grave | Beliz Gunel | Vishrav Chaudhary | Onur Celebi | Michael Auli | Veselin Stoyanov | Alexis Conneau |

Multi-Task Retrieval for Knowledge-Intensive Tasks ACL IJCNLP

Jean Maillard | Vladimir Karpukhin | Fabio Petroni | Wen-tau Yih | Barlas Oguz | Veselin Stoyanov | Gargi Ghosh |

Continual Few-Shot Learning for Text Classification EMNLP

Ramakanth Pasunuru | Veselin Stoyanov | Mohit Bansal |

BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehension ACL

Mike Lewis | Yinhan Liu | Naman Goyal | Marjan Ghazvininejad | Abdelrahman Mohamed | Omer Levy | Veselin Stoyanov | Luke Zettlemoyer |

Unsupervised Cross-lingual Representation Learning at Scale ACL

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

Emerging Cross-lingual Structure in Pretrained Language Models ACL

Alexis Conneau | Shijie Wu | Haoran Li | Luke Zettlemoyer | Veselin Stoyanov |

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

Jingfei Du | Myle Ott | Haoran Li | Xing Zhou | Veselin Stoyanov |

Conversational Semantic Parsing EMNLP

Armen Aghajanyan | Jean Maillard | Akshat Shrivastava | Keith Diedrick | Michael Haeger | Haoran Li | Yashar Mehdad | Veselin Stoyanov | Anuj Kumar | Mike Lewis | Sonal Gupta |

Pretrained Language Models for Biomedical and Clinical Tasks: Understanding and Extending the State-of-the-Art ClinicalNLP EMNLP

Patrick Lewis | Myle Ott | Jingfei Du | Veselin Stoyanov |

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

Angli Liu | Jingfei Du | Veselin Stoyanov |

XNLI: Evaluating Cross-lingual Sentence Representations EMNLP

Alexis Conneau | Ruty Rinott | Guillaume Lample | Adina Williams | Samuel Bowman | Holger Schwenk | Veselin Stoyanov |

A Multi-lingual Multi-task Architecture for Low-resource Sequence Labeling ACL

Ying Lin | Shengqi Yang | Veselin Stoyanov | Heng Ji |

Simple Fusion: Return of the Language Model EMNLP WMT WS

Felix Stahlberg | James Cross | Veselin Stoyanov |

SemEval-2016 Task 4: Sentiment Analysis in Twitter *SEMEVAL

Preslav Nakov | Alan Ritter | Sara Rosenthal | Fabrizio Sebastiani | Veselin Stoyanov |

SemEval-2015 Task 10: Sentiment Analysis in Twitter *SEMEVAL

Sara Rosenthal | Preslav Nakov | Svetlana Kiritchenko | Saif Mohammad | Alan Ritter | Veselin Stoyanov |

SemEval-2014 Task 9: Sentiment Analysis in Twitter *SEMEVAL

Sara Rosenthal | Alan Ritter | Preslav Nakov | Veselin Stoyanov |

SemEval-2013 Task 2: Sentiment Analysis in Twitter *SEMEVAL

Preslav Nakov | Sara Rosenthal | Zornitsa Kozareva | Veselin Stoyanov | Alan Ritter | Theresa Wilson |

Easy-first Coreference Resolution COLING

Veselin Stoyanov | Jason Eisner |

Minimum-Risk Training of Approximate CRF-Based NLP Systems NAACL

Veselin Stoyanov | Jason Eisner |

A Context-Aware Approach to Entity Linking WS

Veselin Stoyanov | James Mayfield | Tan Xu | Douglas Oard | Dawn Lawrie | Tim Oates | Tim Finin |

Automatically Creating General-Purpose Opinion Summaries from Text RANLP

Veselin Stoyanov | Claire Cardie |

Reconciling OntoNotes: Unrestricted Coreference Resolution in OntoNotes with Reconcile. CoNLL WS

Veselin Stoyanov | Uday Babbar | Pracheer Gupta | Claire Cardie |

Coreference Resolution with Reconcile ACL

Veselin Stoyanov | Claire Cardie | Nathan Gilbert | Ellen Riloff | David Buttler | David Hysom |

Conundrums in Noun Phrase Coreference Resolution: Making Sense of the State-of-the-Art ACL IJCNLP

Veselin Stoyanov | Nathan Gilbert | Claire Cardie | Ellen Riloff |

Topic Identification for Fine-Grained Opinion Analysis COLING

Veselin Stoyanov | Claire Cardie |

Annotating Topics of Opinions LREC

Veselin Stoyanov | Claire Cardie |

Toward Opinion Summarization: Linking the Sources WS

Veselin Stoyanov | Claire Cardie |

Partially Supervised Coreference Resolution for Opinion Summarization through Structured Rule Learning EMNLP WS

Veselin Stoyanov | Claire Cardie |

Multi-Perspective Question Answering Using the OpQA Corpus EMNLP HLT

Veselin Stoyanov | Claire Cardie | Janyce Wiebe |