NLPExplorer

A Joint Many-Task Model: Growing a Neural Network for Multiple NLP Tasks

Kazuma Hashimoto | Caiming Xiong | Yoshimasa Tsuruoka | Richard Socher |

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

Dynamic Multi-Level Multi-Task Learning for Sentence Simplification
Han Guo | Ramakanth Pasunuru | Mohit Bansal |

Killing Four Birds with Two Stones: Multi-Task Learning for Non-Literal Language Detection
Erik-Lân Do Dinh | Steffen Eger | Iryna Gurevych |

Improving Named Entity Recognition by Jointly Learning to Disambiguate Morphological Tags
Onur Güngör | Suzan Uskudarli | Tunga Güngör |

Word-Level Loss Extensions for Neural Temporal Relation Classification
Artuur Leeuwenberg | Marie-Francine Moens |

Design Challenges and Misconceptions in Neural Sequence Labeling
Jie Yang | Shuailong Liang | Yue Zhang |

Neural Machine Translation with Source-Side Latent Graph Parsing
Kazuma Hashimoto | Yoshimasa Tsuruoka |

Semi-Supervised Sequence Modeling with Cross-View Training
Kevin Clark | Minh-Thang Luong | Christopher D. Manning | Quoc Le |

Predefined Sparseness in Recurrent Sequence Models
Thomas Demeester | Johannes Deleu | Fréderic Godin | Chris Develder |

Model Transfer with Explicit Knowledge of the Relation between Class Definitions
Hiyori Yoshikawa | Tomoya Iwakura |

An Improved Neural Network Model for Joint POS Tagging and Dependency Parsing
Dat Quoc Nguyen | Karin Verspoor |

Comparatives, Quantifiers, Proportions: a Multi-Task Model for the Learning of Quantities from Vision
Sandro Pezzelle | Ionut-Teodor Sorodoc | Raffaella Bernardi |

Neural Machine Translation for Bilingually Scarce Scenarios: a Deep Multi-Task Learning Approach
Poorya Zaremoodi | Gholamreza Haffari |

Multi-Task Learning of Pairwise Sequence Classification Tasks over Disparate Label Spaces
Isabelle Augenstein | Sebastian Ruder | Anders Søgaard |

Multitask Parsing Across Semantic Representations
Daniel Hershcovich | Omri Abend | Ari Rappoport |

Soft Layer-Specific Multi-Task Summarization with Entailment and Question Generation
Han Guo | Ramakanth Pasunuru | Mohit Bansal |

A Multi-lingual Multi-task Architecture for Low-resource Sequence Labeling
Ying Lin | Shengqi Yang | Veselin Stoyanov | Heng Ji |

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

Efficient and Robust Question Answering from Minimal Context over Documents
Sewon Min | Victor Zhong | Richard Socher | Caiming Xiong |

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

Investigating NP-Chunking with Universal Dependencies for English
Ophélie Lacroix |

Embeddings

Tagging Chunking Textual Entailment Relation Extraction Machine Translation

Deep Learning Representation Learning Semi-supervised Learning

English

Enriching Word Vectors with Subword Information

Piotr Bojanowski | Edouard Grave | Armand Joulin | Tomas Mikolov |

Natural Language Processing for Dialectical Arabic: A Survey

Abdulhadi Shoufan | Sumaya Alameri |

Semi-supervised Structured Prediction with Neural CRF Autoencoder

A Survey of Arabic Named Entity Recognition and Classification

Khaled Shaalan |