Energy and Policy Considerations for Deep Learning in NLP ACL

Emma Strubell | Ananya Ganesh | Andrew McCallum |

The Materials Science Procedural Text Corpus: Annotating Materials Synthesis Procedures with Shallow Semantic Structures ACL WS

Sheshera Mysore | Zachary Jensen | Edward Kim | Kevin Huang | Haw-Shiuan Chang | Emma Strubell | Jeffrey Flanigan | Andrew McCallum | Elsa Olivetti |

Linguistically-Informed Self-Attention for Semantic Role Labeling EMNLP

Emma Strubell | Patrick Verga | Daniel Andor | David Weiss | Andrew McCallum |

Simultaneously Self-Attending to All Mentions for Full-Abstract Biological Relation Extraction NAACL

Patrick Verga | Emma Strubell | Andrew McCallum |

Syntax Helps ELMo Understand Semantics: Is Syntax Still Relevant in a Deep Neural Architecture for SRL? ACL WS

Emma Strubell | Andrew McCallum |

Fast and Accurate Entity Recognition with Iterated Dilated Convolutions EMNLP

Emma Strubell | Patrick Verga | David Belanger | Andrew McCallum |

Dependency Parsing with Dilated Iterated Graph CNNs WS

Emma Strubell | Andrew McCallum |

Multilingual Relation Extraction using Compositional Universal Schema NAACL

Patrick Verga | David Belanger | Emma Strubell | Benjamin Roth | Andrew McCallum |

Learning Dynamic Feature Selection for Fast Sequential Prediction ACL IJCNLP

Emma Strubell | Luke Vilnis | Kate Silverstein | Andrew McCallum |