Research - Papers
Explore a selection of our published work on a variety of key research challenges in AI.
Modeling Biological Processes for Reading Comprehension
Jonathan BerantVivek SrikumarPei-Chun Chenand Peter Clark
2014
EMNLP
Machine reading calls for programs that read and understand text, but most current work only attempts to extract facts from redundant web-scale corpora. In this paper, we focus on a new reading…
Learning Biological Processes with Global Constraints
Aju Thalappillil ScariaJonathan BerantMengqiu Wangand Peter Clark
2013
EMNLP
Biological processes are complex phenomena involving a series of events that are related to one another through various relationships. Systems that can understand and reason over biological…
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…
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