Learning Slice-Aware Representations with Mixture of Attentions Findings

Cheng Wang | Sungjin Lee | Sunghyun Park | Han Li | Young-Bum Kim | Ruhi Sarikaya |

A Scalable Framework for Learning From Implicit User Feedback to Improve Natural Language Understanding in Large-Scale Conversational AI Systems EMNLP

Sunghyun Park | Han Li | Ameen Patel | Sidharth Mudgal | Sungjin Lee | Young-Bum Kim | Spyros Matsoukas | Ruhi Sarikaya |

Continuous Learning for Large-scale Personalized Domain Classification NAACL

Han Li | Jihwan Lee | Sidharth Mudgal | Ruhi Sarikaya | Young-Bum Kim |

Locale-agnostic Universal Domain Classification Model in Spoken Language Understanding NAACL

Jihwan Lee | Ruhi Sarikaya | Young-Bum Kim |

A Scalable Neural Shortlisting-Reranking Approach for Large-Scale Domain Classification in Natural Language Understanding NAACL

Young-Bum Kim | Dongchan Kim | Joo-Kyung Kim | Ruhi Sarikaya |

Efficient Large-Scale Neural Domain Classification with Personalized Attention ACL

Young-Bum Kim | Dongchan Kim | Anjishnu Kumar | Ruhi Sarikaya |

Cross-Lingual Transfer Learning for POS Tagging without Cross-Lingual Resources EMNLP

Joo-Kyung Kim | Young-Bum Kim | Ruhi Sarikaya | Eric Fosler-Lussier |

Frustratingly Easy Neural Domain Adaptation COLING

Young-Bum Kim | Karl Stratos | Ruhi Sarikaya |

Domainless Adaptation by Constrained Decoding on a Schema Lattice COLING

Young-Bum Kim | Karl Stratos | Ruhi Sarikaya |

Natural Language Model Re-usability for Scaling to Different Domains EMNLP

Young-Bum Kim | Alexandre Rochette | Ruhi Sarikaya |

Drop-out Conditional Random Fields for Twitter with Huge Mined Gazetteer NAACL

Eunsuk Yang | Young-Bum Kim | Ruhi Sarikaya | Yu-Seop Kim |

Task Completion Platform: A self-serve multi-domain goal oriented dialogue platform NAACL

Paul Crook | Alex Marin | Vipul Agarwal | Khushboo Aggarwal | Tasos Anastasakos | Ravi Bikkula | Daniel Boies | Asli Celikyilmaz | Senthilkumar Chandramohan | Zhaleh Feizollahi | Roman Holenstein | Minwoo Jeong | Omar Khan | Young-Bum Kim | Elizabeth Krawczyk | Xiaohu Liu | Danko Panic | Vasiliy Radostev | Nikhil Ramesh | Jean-Phillipe Robichaud | Alexandre Rochette | Logan Stromberg | Ruhi Sarikaya |

Scalable Semi-Supervised Query Classification Using Matrix Sketching ACL

Young-Bum Kim | Karl Stratos | Ruhi Sarikaya |

Part-of-speech Taggers for Low-resource Languages using CCA Features EMNLP

Young-Bum Kim | Benjamin Snyder | Ruhi Sarikaya |

Weakly Supervised Slot Tagging with Partially Labeled Sequences from Web Search Click Logs NAACL

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

New Transfer Learning Techniques for Disparate Label Sets ACL IJCNLP

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

Pre-training of Hidden-Unit CRFs ACL IJCNLP

Young-Bum Kim | Karl Stratos | Ruhi Sarikaya |

Compact Lexicon Selection with Spectral Methods ACL IJCNLP

Young-Bum Kim | Karl Stratos | Xiaohu Liu | Ruhi Sarikaya |

Resolving Referring Expressions in Conversational Dialogs for Natural User Interfaces EMNLP

Asli Celikyilmaz | Zhaleh Feizollahi | Dilek Hakkani-Tur | Ruhi Sarikaya |

Semi-Supervised Semantic Tagging of Conversational Understanding using Markov Topic Regression ACL

Asli Celikyilmaz | Dilek Hakkani-Tur | Gokhan Tur | Ruhi Sarikaya |

Tied-Mixture Language Modeling in Continuous Space NAACL

Ruhi Sarikaya | Mohamed Afify | Brian Kingsbury |

Joint Morphological-Lexical Language Modeling for Machine Translation NAACL

Ruhi Sarikaya | Yonggang Deng |

Maximum Entropy Based Restoration of Arabic Diacritics ACL COLING

Imed Zitouni | Jeffrey S. Sorensen | Ruhi Sarikaya |

IBM MASTOR SYSTEM: Multilingual Automatic Speech-to-Speech Translator WS

Yuqing Gao | Bowen Zhou | Ruhi Sarikaya | Mohamed Afify | Hong-Kwang Kuo | Wei-zhong Zhu | Yonggang Deng | Charles Prosser | Wei Zhang | Laurent Besacier |

A Comparison of Rule–Based and Statistical Methods for Semantic Language Modeling and Confidence Measurement HLT NAACL

Ruhi Srikaya | Yuqing Gao | Michael Picheny |