Construction of Amharic information retrieval resources and corpora.

The development of information retrieval systems and natural language processing tools has been made possible for many natural languages because of the availability of natural language resources and corpora. Although Amharic is the working language of Ethiopia, it is still an under-resourced languag...

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Detalles Bibliográficos
Publicado en:Language Resources & Evaluation Vol. 58; no. 4; pp. 1157 - 1186
Autores principales: Yeshambel, Tilahun, Mothe, Josiane, Assabie, Yaregal
Formato: Artículo
Publicado: Springer Nature Dec2024
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Acceso en línea:Ver este registro en EBSCOhost
Descripción
Sumario:The development of information retrieval systems and natural language processing tools has been made possible for many natural languages because of the availability of natural language resources and corpora. Although Amharic is the working language of Ethiopia, it is still an under-resourced language. There are no adequate resources and corpora for Amharic ad-hoc retrieval evaluation to date. The existing ones are not publicly accessible and are not suitable for making scientific evaluation of information retrieval systems. To promote the development of Amharic ad-hoc retrieval, we build an ad-hoc retrieval test collection that consists of raw text, morphologically annotated stem-based and root-based corpora, a stopword list, stem-based and root-based lexicons, and WordNet-like resources. We also created word embeddings using the raw text and morphologically segmented forms of the corpora. When building these resources and corpora, we heavily consider the morphological characteristics of the language. The aim of this paper is to present these Amharic resources and corpora that we made available to the research community for information retrieval tasks. These resources and corpora are also evaluated experimentally and by linguists.