Should one use term proximity or multi-word terms for Arabic information retrieval?. (November 2019)

• Record Type: Journal Article
• Authors: El Mahdaouy, Abdelkader; Gaussier, Eric; El Alaoui, Saïd Ouatik
• Is Part Of: Computer speech & language. Volume 58(2019)
• Page Start: 76
• Page End: 97
• Publication Date: 2019-11
• Subjects: Arabic information retrieval -- Multi-word terms -- Term proximity -- Term dependence IR models; Speech processing systems -- Periodicals; Automatic speech recognition -- Periodicals; Computers -- Periodicals; Linguistics -- Periodicals; Speech-Language Pathology -- Periodicals; Traitement automatique de la parole -- Périodiques; Reconnaissance automatique de la parole -- Périodiques; Automatic speech recognition; Speech processing systems; Electronic journals; Periodicals; 006.454
• DOI: 10.1016/j.csl.2019.04.002
• Languages: English
• ISSNs: 0885-2308

Abstract

Highlights: Explore whether term dependencies (TDs) can help improve Arabic IR systems. Consider explicit term dependencies based on MWTs and implicit term proximity. The study provides complete extensions and their comparison to deal with TDs. Formal condition that IR models should satisfy to deal with term dependencies. The difference between both TDs performances is not statistically significant. Abstract: Recently, several information retrieval (IR) models have been proposed in order to boost the retrieval performance using term dependencies. However, in the context of the Arabic language, most IR researchers have focused on the problem of stemming, which is highly challenging in this language. In this paper, we propose to explore whether term dependencies can help improve Arabic IR systems, and what are the best methods to use. To do so, we consider both explicit term dependencies based on multi-word terms (MWTs) that are extracted using syntactic patterns and statistical filters, as well as implicit ones based on the notion of cross-terms or term proximities. Our experiments, performed on standard TREC Arabic IR collections, show the importance of taking into account term dependencies for Arabic IR. To the best of our knowledge, this is the first study that provides complete extensions, and their comparison, of most standard IR models to deal with term dependencies in the Arabic language.