We’re Afraid Language Models Aren’t Modeling Ambiguity EMNLP

Alisa Liu | Zhaofeng Wu | Julian Michael | Alane Suhr | Peter West | Alexander Koller | Swabha Swayamdipta | Noah Smith | Yejin Choi |

What Do NLP Researchers Believe? Results of the NLP Community Metasurvey ACL

Julian Michael | Ari Holtzman | Alicia Parrish | Aaron Mueller | Alex Wang | Angelica Chen | Divyam Madaan | Nikita Nangia | Richard Yuanzhe Pang | Jason Phang | Samuel R. Bowman |

Overconfidence in the Face of Ambiguity with Adversarial Data DADC NAACL

Margaret Li | Julian Michael |

Nearest Neighbor Zero-Shot Inference EMNLP

Weijia Shi | Julian Michael | Suchin Gururangan | Luke Zettlemoyer |

Asking It All: Generating Contextualized Questions for any Semantic Role EMNLP

Valentina Pyatkin | Paul Roit | Julian Michael | Yoav Goldberg | Reut Tsarfaty | Ido Dagan |

Inducing Semantic Roles Without Syntax Findings

Julian Michael | Luke Zettlemoyer |

Prompting Contrastive Explanations for Commonsense Reasoning Tasks Findings

Bhargavi Paranjape | Julian Michael | Marjan Ghazvininejad | Hannaneh Hajishirzi | Luke Zettlemoyer |

Controlled Crowdsourcing for High-Quality QA-SRL Annotation ACL

Paul Roit | Ayal Klein | Daniela Stepanov | Jonathan Mamou | Julian Michael | Gabriel Stanovsky | Luke Zettlemoyer | Ido Dagan |

AmbigQA: Answering Ambiguous Open-domain Questions EMNLP

Sewon Min | Julian Michael | Hannaneh Hajishirzi | Luke Zettlemoyer |

Asking without Telling: Exploring Latent Ontologies in Contextual Representations EMNLP

Julian Michael | Jan A. Botha | Ian Tenney |

Supervised Open Information Extraction NAACL

Gabriel Stanovsky | Julian Michael | Luke Zettlemoyer | Ido Dagan |

Crowdsourcing Question-Answer Meaning Representations NAACL

Julian Michael | Gabriel Stanovsky | Luheng He | Ido Dagan | Luke Zettlemoyer |

Large-Scale QA-SRL Parsing ACL

Nicholas FitzGerald | Julian Michael | Luheng He | Luke Zettlemoyer |

GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding EMNLP WS

Alex Wang | Amanpreet Singh | Julian Michael | Felix Hill | Omer Levy | Samuel Bowman |

Human-in-the-Loop Parsing EMNLP

Luheng He | Julian Michael | Mike Lewis | Luke Zettlemoyer |