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Coreference Resolution With Reconcile
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In: DTIC (2010)
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Abstract:
Despite the existence of several noun phrase coreference resolution data sets as well as several formal evaluations on the task, it remains frustratingly difficult to compare results across different coreference resolution systems. This is due to the high cost of implementing a complete end-to-end coreference resolution system, which often forces researchers to substitute available gold-standard information in lieu of implementing a module that would compute that information. Unfortunately, this leads to inconsistent and often unrealistic evaluation scenarios. With the aim to facilitate consistent and realistic experimental evaluations in coreference resolution we present Reconcile, an infrastructure for the development of learning-based noun phrase (NP) coreference resolution systems. Reconcile is designed to facilitate the rapid creation of coreference resolution systems, easy implementation of new feature sets and approaches to coreference resolution and empirical evaluation of coreference resolvers across a variety of benchmark data sets and standard scoring metrics. We describe Reconcile and present experimental results showing that Reconcile can be used to create a coreference resolver that achieves performance comparable to state-ofthe- art systems on six benchmark data sets. ; Proceedings of the ACL 2010 Conference Short Papers, pages 156 161, Uppsala, Sweden, 11-16 July 2010. Sponsored in part by Department of Homeland Security, grand no N0014-07-1-0152 and DARPA.
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Keyword:
*PHRASE STRUCTURE GRAMMARS; CONSISTENCY; DATA BASES; HIGH COSTS; INFRASTRUCTURE; Linguistics; MODULAR CONSTRUCTION; RECONCILE; RESOLUTION; SCENARIOS; TEST AND EVALUATION
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URL: http://www.dtic.mil/docs/citations/ADA577580 http://oai.dtic.mil/oai/oai?&verb=getRecord&metadataPrefix=html&identifier=ADA577580
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2 |
DEVELOPING WORDSMITH
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In: International Journal of English Studies; Vol. 8 No. 1 (2008): Monograph: Software-aided Analysis of Language; 95-106 ; International Journal of English Studies; Vol. 8 Núm. 1 (2008): Monograph: Software-aided Analysis of Language; 95-106 ; 1989-6131 ; 1578-7044 (2008)
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Hardening: Australian for Transformation
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In: DTIC AND NTIS (2004)
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InfoXtract Location Normalization: A Hybrid Approach to Geographic References in Information Extraction
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In: DTIC (2003)
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5 |
Question Answering on a Case Insensitive Corpus
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In: DTIC (2003)
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Large Scale Language Independent Generation Using Thematic Hierarchies
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In: DTIC (2001)
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Evaluating Question-Answering Techniques in Chinese
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In: DTIC (2001)
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SRI International: Description of the Tacitus System as Used for MUC-3
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In: DTIC (1991)
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A Hypermedia Approach to the Design of an Intelligent Tutoring System
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In: DTIC AND NTIS (1991)
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Integrating Syntax, Semantics, and Discourse DARPA Natural Language Understanding Program. Volume 2. Appendices.
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In: DTIC AND NTIS (1987)
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Principle-Based Parsing for Machine Translation
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In: DTIC AND NTIS (1987)
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UNITRAN: An Interlingual Machine Translation System.
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In: DTIC AND NTIS (1987)
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Integrating Syntax, Semantics, and Discourse DARPA Natural Language Understanding Program
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In: DTIC AND NTIS (1986)
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Foundations of the Intelligence Module of the Airland Research Model (ALARM).
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In: DTIC AND NTIS (1986)
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Investigating the Possibility of a Microprocessor-Based Machine Translation System
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In: DTIC AND NTIS (1983)
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Prerequisites for Deriving Formal Specifications from Natural Language Requirements.
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In: DTIC AND NTIS (1983)
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How to Drive a Database Front End Using General Semantic Information
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In: DTIC AND NTIS (1983)
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Artificial Intelligence Applied to the Command, Control, Communications, and Intelligence of the U.S. Central Command.
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In: DTIC AND NTIS (1983)
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Isolating Domain Dependencies in Natural Language Interfaces
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In: DTIC AND NTIS (1983)
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