Amarnag Subramanya

Also published as: Amar Subramanya


2016

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Collective Entity Resolution with Multi-Focal Attention
Amir Globerson | Nevena Lazic | Soumen Chakrabarti | Amarnag Subramanya | Michael Ringgaard | Fernando Pereira
Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers)

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Multilingual Language Processing From Bytes
Dan Gillick | Cliff Brunk | Oriol Vinyals | Amarnag Subramanya
Proceedings of the 2016 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies

2015

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Plato: A Selective Context Model for Entity Resolution
Nevena Lazic | Amarnag Subramanya | Michael Ringgaard | Fernando Pereira
Transactions of the Association for Computational Linguistics, Volume 3

We present Plato, a probabilistic model for entity resolution that includes a novel approach for handling noisy or uninformative features, and supplements labeled training data derived from Wikipedia with a very large unlabeled text corpus. Training and inference in the proposed model can easily be distributed across many servers, allowing it to scale to over 107 entities. We evaluate Plato on three standard datasets for entity resolution. Our approach achieves the best results to-date on TAC KBP 2011 and is highly competitive on both the CoNLL 2003 and TAC KBP 2012 datasets.

2014

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Proceedings of TextGraphs-9: the workshop on Graph-based Methods for Natural Language Processing
V.G.Vinod Vydiswaran | Amarnag Subramanya | Gabor Melli | Irina Matveeva
Proceedings of TextGraphs-9: the workshop on Graph-based Methods for Natural Language Processing

2012

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Reading The Web with Learned Syntactic-Semantic Inference Rules
Ni Lao | Amarnag Subramanya | Fernando Pereira | William W. Cohen
Proceedings of the 2012 Joint Conference on Empirical Methods in Natural Language Processing and Computational Natural Language Learning

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Graph-based Semi-Supervised Learning Algorithms for NLP
Amar Subramanya | Partha Pratim Talukdar
Proceedings of the 50th Annual Meeting of the Association for Computational Linguistics: Tutorial Abstracts

2011

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Large-Scale Cross-Document Coreference Using Distributed Inference and Hierarchical Models
Sameer Singh | Amarnag Subramanya | Fernando Pereira | Andrew McCallum
Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies

2010

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Efficient Graph-Based Semi-Supervised Learning of Structured Tagging Models
Amarnag Subramanya | Slav Petrov | Fernando Pereira
Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing

2008

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Soft-Supervised Learning for Text Classification
Amarnag Subramanya | Jeff Bilmes
Proceedings of the 2008 Conference on Empirical Methods in Natural Language Processing

2007

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Virtual Evidence for Training Speech Recognizers Using Partially Labeled Data
Amarnag Subramanya | Jeff Bilmes
Human Language Technologies 2007: The Conference of the North American Chapter of the Association for Computational Linguistics; Companion Volume, Short Papers

2005

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The Vocal Joystick: A Voice-Based Human-Computer Interface for Individuals with Motor Impairments
Jeff A. Bilmes | Xiao Li | Jonathan Malkin | Kelley Kilanski | Richard Wright | Katrin Kirchhoff | Amar Subramanya | Susumu Harada | James Landay | Patricia Dowden | Howard Chizeck
Proceedings of Human Language Technology Conference and Conference on Empirical Methods in Natural Language Processing