NLPExplorer

New Transfer Learning Techniques for Disparate Label Sets

Young-Bum Kim | Karl Stratos | Ruhi Sarikaya | Minwoo Jeong |

Month: July
Year: 2015
Location: Beijing, China
Venue: ACL | IJCNLP |

Frustratingly Easy Neural Domain Adaptation
Young-Bum Kim | Karl Stratos | Ruhi Sarikaya |

Domainless Adaptation by Constrained Decoding on a Schema Lattice
Young-Bum Kim | Karl Stratos | Ruhi Sarikaya |

Transfer Learning for Entity Recognition of Novel Classes
Juan Diego Rodriguez | Adam Caldwell | Alexander Liu |

Learning to Progressively Recognize New Named Entities with Sequence to Sequence Models
Lingzhen Chen | Alessandro Moschitti |

Part-of-speech Taggers for Low-resource Languages using CCA Features
Young-Bum Kim | Benjamin Snyder | Ruhi Sarikaya |

Natural Language Model Re-usability for Scaling to Different Domains
Young-Bum Kim | Alexandre Rochette | Ruhi Sarikaya |

Cross-Lingual Transfer Learning for POS Tagging without Cross-Lingual Resources
Joo-Kyung Kim | Young-Bum Kim | Ruhi Sarikaya | Eric Fosler-Lussier |

Drop-out Conditional Random Fields for Twitter with Huge Mined Gazetteer
Eunsuk Yang | Young-Bum Kim | Ruhi Sarikaya | Yu-Seop Kim |

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

A Scalable Neural Shortlisting-Reranking Approach for Large-Scale Domain Classification in Natural Language Understanding
Young-Bum Kim | Dongchan Kim | Joo-Kyung Kim | Ruhi Sarikaya |

Bag of Experts Architectures for Model Reuse in Conversational Language Understanding
Rahul Jha | Alex Marin | Suvamsh Shivaprasad | Imed Zitouni |

Pre-training of Hidden-Unit CRFs
Young-Bum Kim | Karl Stratos | Ruhi Sarikaya |

Compact Lexicon Selection with Spectral Methods
Young-Bum Kim | Karl Stratos | Xiaohu Liu | Ruhi Sarikaya |

Cross-domain Text Classification with Multiple Domains and Disparate Label Sets
Himanshu Sharad Bhatt | Manjira Sinha | Shourya Roy |

Scalable Semi-Supervised Query Classification Using Matrix Sketching
Young-Bum Kim | Karl Stratos | Ruhi Sarikaya |

Domain Attention with an Ensemble of Experts
Young-Bum Kim | Karl Stratos | Dongchan Kim |

Adversarial Adaptation of Synthetic or Stale Data
Young-Bum Kim | Karl Stratos | Dongchan Kim |

Efficient Large-Scale Neural Domain Classification with Personalized Attention
Young-Bum Kim | Dongchan Kim | Anjishnu Kumar | Ruhi Sarikaya |

Hallym: Named Entity Recognition on Twitter with Word Representation
Eun-Suk Yang | Yu-Seop Kim |

Exploring Named Entity Recognition As an Auxiliary Task for Slot Filling in Conversational Language Understanding
Samuel Louvan | Bernardo Magnini |

Embeddings

Language Understanding Morphological Analysis Tagging Chunking Machine Translation ASR Biomedical

Deep Learning Discriminative Model

Multilingual

News

Knowledge-Rich Morphological Priors for Bayesian Language Models

Victor Chahuneau | Noah A. Smith | Chris Dyer |

Enriching Word Vectors with Subword Information

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

Semi-supervised Structured Prediction with Neural CRF Autoencoder

A Survey of Arabic Named Entity Recognition and Classification

Khaled Shaalan |