NLPExplorer

Deep Semantic Role Labeling: What Works and What’s Next

Luheng He | Kenton Lee | Mike Lewis | Luke Zettlemoyer |

Paper Details:

Month: July
Year: 2017
Location: Vancouver, Canada
Venue: ACL |

Citations

URL

Distance-Free Modeling of Multi-Predicate Interactions in End-to-End Japanese Predicate-Argument Structure Analysis
Yuichiroh Matsubayashi | Kentaro Inui |

A Deep Dive into Word Sense Disambiguation with LSTM
Minh Le | Marten Postma | Jacopo Urbani | Piek Vossen |

A Full End-to-End Semantic Role Labeler, Syntactic-agnostic Over Syntactic-aware?
Jiaxun Cai | Shexia He | Zuchao Li | Hai Zhao |

A Flexible and Easy-to-use Semantic Role Labeling Framework for Different Languages
Quynh Ngoc Thi Do | Artuur Leeuwenberg | Geert Heyman | Marie-Francine Moens |

A Joint Sequential and Relational Model for Frame-Semantic Parsing
Bishan Yang | Tom Mitchell |

Valency-Augmented Dependency Parsing
Tianze Shi | Lillian Lee |

Unsupervised Learning of Syntactic Structure with Invertible Neural Projections
Junxian He | Graham Neubig | Taylor Berg-Kirkpatrick |

Dissecting Contextual Word Embeddings: Architecture and Representation
Matthew Peters | Mark Neumann | Luke Zettlemoyer | Wen-tau Yih |

A Span Selection Model for Semantic Role Labeling
Hiroki Ouchi | Hiroyuki Shindo | Yuji Matsumoto |

Towards Semi-Supervised Learning for Deep Semantic Role Labeling
Sanket Vaibhav Mehta | Jay Yoon Lee | Jaime Carbonell |

Corpus-Driven Thematic Hierarchy Induction
Ilia Kuznetsov | Iryna Gurevych |

SRL4ORL: Improving Opinion Role Labeling Using Multi-Task Learning with Semantic Role Labeling
Ana Marasović | Anette Frank |

Supervised Open Information Extraction
Gabriel Stanovsky | Julian Michael | Luke Zettlemoyer | Ido Dagan |

Learning Joint Semantic Parsers from Disjoint Data
Hao Peng | Sam Thomson | Swabha Swayamdipta | Noah A. Smith |

Character-Level Models versus Morphology in Semantic Role Labeling
Gözde Gül Şahin | Mark Steedman |

Entity-Centric Joint Modeling of Japanese Coreference Resolution and Predicate Argument Structure Analysis
Tomohide Shibata | Sadao Kurohashi |

Global-Locally Self-Attentive Encoder for Dialogue State Tracking
Victor Zhong | Caiming Xiong | Richard Socher |

Backpropagating through Structured Argmax using a SPIGOT
Hao Peng | Sam Thomson | Noah A. Smith |

Large-Scale QA-SRL Parsing
Nicholas FitzGerald | Julian Michael | Luheng He | Luke Zettlemoyer |

Syntax for Semantic Role Labeling, To Be, Or Not To Be
Shexia He | Zuchao Li | Hai Zhao | Hongxiao Bai |

Deep RNNs Encode Soft Hierarchical Syntax
Terra Blevins | Omer Levy | Luke Zettlemoyer |

Jointly Predicting Predicates and Arguments in Neural Semantic Role Labeling
Luheng He | Kenton Lee | Omer Levy | Luke Zettlemoyer |

Polyglot Semantic Role Labeling
Phoebe Mulcaire | Swabha Swayamdipta | Noah A. Smith |

Pushing the Limits of Radiology with Joint Modeling of Visual and Textual Information
Sonit Singh |

Syntax Helps ELMo Understand Semantics: Is Syntax Still Relevant in a Deep Neural Architecture for SRL?
Emma Strubell | Andrew McCallum |

A Sequence-to-Sequence Model for Semantic Role Labeling
Angel Daza | Anette Frank |

Affordance Extraction and Inference based on Semantic Role Labeling
Daniel Loureiro | Alípio Jorge |

FrameIt: Ontology Discovery for Noisy User-Generated Text
Dan Iter | Alon Halevy | Wang-Chiew Tan |

Field Of Study

Linguistic Trends

Embeddings Syntax

Task

Tagging Chunking Syntactic Parsing Semantic Parsing

Approach

Deep Learning

Language

Multilingual Chinese Malay

Dataset

News

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