2013 DeterministicCoreferenceResolut
- (Lee et al., 2013) ⇒ Heeyoung Lee, Angel Chang, Yves Peirsman, Nathanael Chambers, Mihai Surdeanu, and Dan Jurafsky. (2013). “Deterministic Coreference Resolution based on Entity-centric, Precision-ranked Rules.” In: Computational Linguistics Journal, 39(4). doi:10.1162/COLI_a_00152
Subject Headings:
Notes
Cited By
- http://scholar.google.com/scholar?q=%222013%22+Deterministic+Coreference+Resolution+based+on+Entity-centric%2C+Precision-ranked+Rules
- http://dl.acm.org/citation.cfm?id=2576217.2576221&preflayout=flat#citedby
Quotes
Abstract
We propose a new deterministic approach to coreference resolution that combines the global information and precise features of modern machine-learning models with the transparency and modularity of deterministic, rule-based systems. Our sieve architecture applies a battery of deterministic coreference models one at a time from highest to lowest precision, where each model builds on the previous model's cluster output. The two stages of our sieve-based architecture, a mention detection stage that heavily favors recall, followed by coreference sieves that are precision-oriented, offer a powerful way to achieve both high precision and high recall. Further, our approach makes use of global information through an entity-centric model that encourages the sharing of features across all mentions that point to the same real-world entity. Despite its simplicity, our approach gives state-of-the-art performance on several corpora and genres, and has also been incorporated into hybrid state-of-the-art coreference systems for Chinese and Arabic. Our system thus offers a new paradigm for combining knowledge in rule-based systems that has implications throughout computational linguistics.
References
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Author | volume | Date Value | title | type | journal | titleUrl | doi | note | year | |
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2013 DeterministicCoreferenceResolut | Mihai Surdeanu Daniel Jurafsky Heeyoung Lee Angel Chang Yves Peirsman Nathanael Chambers | Deterministic Coreference Resolution based on Entity-centric, Precision-ranked Rules | 10.1162/COLI_a_00152 | 2013 |