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Event-Centered Information Retrieval Using Kernels on Event Graphs (CROSBI ID 601816)

Prilog sa skupa u zborniku | izvorni znanstveni rad | međunarodna recenzija

Glavaš, Goran ; Šnajder, Jan Event-Centered Information Retrieval Using Kernels on Event Graphs // Proceedings of the Workshop on Graph-based Methods for Natural Language Processing (TextGraphs-8) in conjunction with Conference on Empirical Methods in Natural Language Processing (EMNLP'13). Seattle (WA), 2013. str. 1-5

Podaci o odgovornosti

Glavaš, Goran ; Šnajder, Jan

engleski

Event-Centered Information Retrieval Using Kernels on Event Graphs

Traditional information retrieval models assume keyword-based queries and use unstructured document representations. There is an abundance of event-centered texts (e.g., breaking news) and event-oriented information needs that often involve structure that cannot be expressed using keywords. We present a novel retrieval model that uses a structured event-based representation. We structure queries and documents as graphs of event mentions and employ graph kernels to measure the query-document similarity. Experimental results on two event-oriented test collections show significant improvements over state-ofthe-art keyword-based models.

Information retrieval; Event extraction; Graph kernels

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Podaci o prilogu

1-5.

2013.

objavljeno

Podaci o matičnoj publikaciji

Proceedings of the Workshop on Graph-based Methods for Natural Language Processing (TextGraphs-8) in conjunction with Conference on Empirical Methods in Natural Language Processing (EMNLP'13)

Seattle (WA):

Podaci o skupu

TextGraphs-8 at Empirical Methods in Natural Language Processing (EMNLP'13)

predavanje

18.10.2013-21.10.2013

Seattle (WA), Sjedinjene Američke Države

Povezanost rada

Računarstvo

Poveznice