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Title: Reconcile: A Coreference Resolution Research Platform

Abstract

Despite the availability of standard data sets and metrics, approaches to the problem of noun phrase coreference resolution are hard to compare empirically due to the different evaluation setting stemming, in part, from the lack of comprehensive coreference resolution research platforms. In this tech report we present Reconcile, a coreference resolution research platform that aims to facilitate the implementation of new approaches to coreference resolution as well as the comparison of existing approaches. We discuss Reconcile's architecture and give results of running Reconcile on six data sets using four evaluation metrics, showing that Reconcile's performance is comparable to state-of-the-art systems in coreference resolution.

Authors:
; ; ; ; ;
Publication Date:
Research Org.:
Lawrence Livermore National Lab. (LLNL), Livermore, CA (United States)
Sponsoring Org.:
USDOE
OSTI Identifier:
970156
Report Number(s):
LLNL-TR-420722
TRN: US201003%%204
DOE Contract Number:  
W-7405-ENG-48
Resource Type:
Technical Report
Country of Publication:
United States
Language:
English
Subject:
99 GENERAL AND MISCELLANEOUS; ARCHITECTURE; AVAILABILITY; EVALUATION; IMPLEMENTATION; METRICS; PERFORMANCE; RESOLUTION

Citation Formats

Stoyanov, V, Cardie, C, Gilbert, N, Riloff, E, Buttler, D, and Hysom, D. Reconcile: A Coreference Resolution Research Platform. United States: N. p., 2009. Web. doi:10.2172/970156.
Stoyanov, V, Cardie, C, Gilbert, N, Riloff, E, Buttler, D, & Hysom, D. Reconcile: A Coreference Resolution Research Platform. United States. https://doi.org/10.2172/970156
Stoyanov, V, Cardie, C, Gilbert, N, Riloff, E, Buttler, D, and Hysom, D. 2009. "Reconcile: A Coreference Resolution Research Platform". United States. https://doi.org/10.2172/970156. https://www.osti.gov/servlets/purl/970156.
@article{osti_970156,
title = {Reconcile: A Coreference Resolution Research Platform},
author = {Stoyanov, V and Cardie, C and Gilbert, N and Riloff, E and Buttler, D and Hysom, D},
abstractNote = {Despite the availability of standard data sets and metrics, approaches to the problem of noun phrase coreference resolution are hard to compare empirically due to the different evaluation setting stemming, in part, from the lack of comprehensive coreference resolution research platforms. In this tech report we present Reconcile, a coreference resolution research platform that aims to facilitate the implementation of new approaches to coreference resolution as well as the comparison of existing approaches. We discuss Reconcile's architecture and give results of running Reconcile on six data sets using four evaluation metrics, showing that Reconcile's performance is comparable to state-of-the-art systems in coreference resolution.},
doi = {10.2172/970156},
url = {https://www.osti.gov/biblio/970156}, journal = {},
number = ,
volume = ,
place = {United States},
year = {2009},
month = {10}
}