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Indexing on semantic roles for question answering

TitleIndexing on semantic roles for question answering
Publication TypeConference Paper
Year of Publication2008
AuthorsPizzato L A, Moll√° D
Conference NameColing 2008: Proceedings of the 2nd workshop on Information Retrieval for Question Answering
PublisherAssociation for Computational Linguistics
Conference LocationManchester, UK
ISBN Number978-1-905593-55-2

Semantic Role Labeling (SRL) has been used successfully in several stages of automated Question Answering (QA) systems but its inherent slow procedures make it difficult to use at the indexing stage of the document retrieval component. In this paper we confirm the intuition that SRL at indexing stage improves the performance of QA and propose a simplified technique named the Question Prediction Language Model (QPLM), which provides similar information with a much lower cost. The methods were tested on four different QA systems and the results suggest that QPLM can be used as a good compromise between speed and accuracy.