Human language technologies

Advancing how machines understand and generate human language across speech, text, and translation.

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Published Date

Publication

Deep Semantic Learning: Teach machines to understand text, image, and knowledge graph (Invited talk at CVPR DeepVision workshop)

Xiaodong He

June 2015

Publication

From Captions to Visual Concepts and Back

Hao Fang, Saurabh Gupta, Forrest Iandola, Rupesh Srivastava, Li Deng, Piotr Dollar, Jianfeng Gao, Xiaodong He, Margaret Mitchell, John Platt, Larry Zitnick, Geoffrey Zweig

CVPR 2015 | June 2015

Tied for 1st Prize

Project Project

Publication

Mining Quality Phrases from Massive Text Corpora

Jialu Liu, Jingbo Shang, Chi Wang, Xiang Ren, Jiawei Han

Proceeding of 2015 ACM SIGMOD International Conference on Management of Data | June 2015

Publication

An AMR Parser For English, French, German, Spanish and Japanese and A New AMR-Annotated Corpus

Lucy Vanderwende, Arul Menezes, Chris Quirk

Proceedings of the 2015 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies(NAACL HLT), 2015 | May 2015

Publication

Retrofitting Word Vectors to Semantic Lexicons

Manaal Faruqui, Jesse Dodge, Sujay Kumar Jauhar, Chris Dyer, Eduard Hovy, Noah A. Smith

Proceedings of the 2015 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (NAACL 2015) | May 2015

Best Student Paper

Publication

Ontologically Grounded Multi-sense Representation Learning for Semantic Vector Space Models

Sujay Kumar Jauhar, Chris Dyer, Eduard Hovy

Proceedings of the 2015 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (NAACL 2015) | May 2015

Publication

Deep Learning and Continuous Representations for NLP (Tutorial for NAACL-HLT-2015)

Scott Wen-tau Yih, Xiaodong He, Jianfeng Gao

May 2015

Project

Language to Code

Our goal is to let normal users tell computers what to do using normal language. This problem space is strongly related to natural language understanding, program synthesis, and many other areas. The data release associated with…

Publication

Clustering Novel Intents in a Conversational Interaction System with Semantic Parsing

Dilek Hakkani-Tür, Y. C. Ju, Geoffrey Zweig, Gokhan Tur

Interspeech 2015 Conference | May 2015

Project

Publication

Sequence-to-Sequence Neural Net Models for Grapheme-to-Phoneme Conversion

Kaisheng Yao, Geoffrey Zweig

May 2015