Cross-document event ordering through temporal, lexical and distributional knowledge

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Title: Cross-document event ordering through temporal, lexical and distributional knowledge
Authors: Navarro Colorado, Borja | Saquete Boró, Estela
Research Group/s: Procesamiento del Lenguaje y Sistemas de Información (GPLSI)
Center, Department or Service: Universidad de Alicante. Departamento de Lenguajes y Sistemas Informáticos
Keywords: Event ordering | Temporal information processing | Cross-document temporal relation | Cross-document event coreference | Timelines | Distributional semantics
Knowledge Area: Lenguajes y Sistemas Informáticos
Issue Date: 15-Oct-2016
Publisher: Elsevier
Citation: Knowledge-Based Systems. 2016, 110: 244-254. doi:10.1016/j.knosys.2016.07.032
Abstract: In this paper we present a system that automatically builds ordered timelines of events from different written texts in English. The system deals with problems such as automatic event extraction, cross-document temporal relation extraction and cross-document event coreference resolution. Its main characteristic is the application of three different types of knowledge: temporal knowledge, lexical-semantic knowledge and distributional-semantic knowledge, in order to anchor and order the events in the timeline. It has been evaluated within the framework of SemEval 2015. The proposed system improves the current state-of-the-art systems in all measures (up to eight points of F1-score over other systems) and shows a significant advance in the Cross-document event ordering task.
Sponsor: This paper has been partially supported by the Spanish government, project TIN2015-65100-R and project TIN2015-65136-C2-2-R.
URI: http://hdl.handle.net/10045/58531
ISSN: 0950-7051 (Print) | 1872-7409 (Online)
DOI: 10.1016/j.knosys.2016.07.032
Language: eng
Type: info:eu-repo/semantics/article
Rights: © 2016 Elsevier B.V.
Peer Review: si
Publisher version: http://dx.doi.org/10.1016/j.knosys.2016.07.032
Appears in Collections:INV - GPLSI - Artículos de Revistas

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