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Research - Papers

Explore a selection of our published work on a variety of key research challenges in AI.

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Semi-Markov Phrase-based Monolingual Alignment

Xuchen YaoBenjamin Van DurmeChris Callision-Burchand Peter Clark
2013
EMNLP

We introduce a novel discriminative model for phrase-based monolingual alignment using a semi-Markov CRF. Our model achieves stateof-the-art alignment accuracy on two phrasebased alignment datasets… 

Probabilistic coherence, logical consistency, and Bayesian learning: Neural language models as epistemic agents

Gregor BetzKyle Richardson
2013
PLoS ONE

It is argued that suitably trained neural language models exhibit key properties of epistemic agency: they hold probabilistically coherent and logically consistent degrees of belief, which they can… 

Constructing a Textual KB from a Biology TextBook

Peter ClarkPhil HarrisonNiranjan Balasubramanianand Oren Etzioni
2012
NAACL-HLT • AKBC Workshop

As part of our work on building a "knowledgeable textbook" about biology, we are developing a textual question-answering (QA) system that can answer certain classes of biology questions posed by… 

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