NLPExplorer

Encoding Sentences with Graph Convolutional Networks for Semantic Role Labeling

Diego Marcheggiani | Ivan Titov |

Paper Details:

Month: September
Year: 2017
Location: Copenhagen, Denmark
Venue: EMNLP |

Citations

URL

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

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

Modeling Semantics with Gated Graph Neural Networks for Knowledge Base Question Answering
Daniil Sorokin | Iryna Gurevych |

Jointly Multiple Events Extraction via Attention-based Graph Information Aggregation
Xiao Liu | Zhunchen Luo | Heyan Huang |

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

AD3: Attentive Deep Document Dater
Swayambhu Nath Ray | Shib Sankar Dasgupta | Partha Talukdar |

Graph Convolution over Pruned Dependency Trees Improves Relation Extraction
Yuhao Zhang | Peng Qi | Christopher D. Manning |

N-ary Relation Extraction using Graph-State LSTM
Linfeng Song | Yue Zhang | Zhiguo Wang | Daniel Gildea |

Few-Shot and Zero-Shot Multi-Label Learning for Structured Label Spaces
Anthony Rios | Ramakanth Kavuluru |

Transferring Semantic Roles Using Translation and Syntactic Information
Maryam Aminian | Mohammad Sadegh Rasooli | Mona Diab |

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

Universal Dependency Parsing from Scratch
Peng Qi | Timothy Dozat | Yuhao Zhang | Christopher D. Manning |

Exploiting Semantics in Neural Machine Translation with Graph Convolutional Networks
Diego Marcheggiani | Joost Bastings | Ivan Titov |

Graph-to-Sequence Learning using Gated Graph Neural Networks
Daniel Beck | Gholamreza Haffari | Trevor Cohn |

Sentence-State LSTM for Text Representation
Yue Zhang | Qi Liu | Linfeng Song |

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

AMR Parsing as Graph Prediction with Latent Alignment
Chunchuan Lyu | Ivan Titov |

A Graph-to-Sequence Model for AMR-to-Text Generation
Linfeng Song | Yue Zhang | Zhiguo Wang | Daniel Gildea |

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

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

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 |

Automated Acquisition of Patterns for Coding Political Event Data: Two Case Studies
Peter Makarov |

Deep Graph Convolutional Encoders for Structured Data to Text Generation
Diego Marcheggiani | Laura Perez-Beltrachini |

https://github.com/

Field Of Study

Linguistic Trends

Discourse Embeddings Syntax

Task

Semantic Parsing Information Extraction Sentiment Analysis Machine Translation

Approach

Deep Learning

Language

Chinese English

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