Construction of Amharic information retrieval resources and corpora

IF 1.7 3区 计算机科学 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS
Tilahun Yeshambel, Josiane Mothe, Yaregal Assabie
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引用次数: 0

Abstract

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.

Abstract Image

构建阿姆哈拉语信息检索资源和语料库
由于有了自然语言资源和语料库,许多自然语言的信息检索系统和自然语言处理工具的开发成为可能。虽然阿姆哈拉语是埃塞俄比亚的工作语言,但它仍然是一种资源不足的语言。迄今为止,还没有足够的资源和语料库可用于阿姆哈拉语的临时检索评估。现有的资源和语料库并不公开,不适合对信息检索系统进行科学评估。为了促进阿姆哈拉语临时检索的发展,我们建立了一个临时检索测试集,其中包括原始文本、词形注释的基于词干和词根的语料库、停止词表、基于词干和词根的词典以及类似 WordNet 的资源。我们还利用原始文本和语料库的形态分割形式创建了词嵌入。在构建这些资源和语料库时,我们在很大程度上考虑了语言的形态特征。本文旨在介绍我们向研究界提供的这些阿姆哈拉语资源和语料库,用于信息检索任务。语言学家也对这些资源和语料库进行了实验和评估。
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来源期刊
Language Resources and Evaluation
Language Resources and Evaluation 工程技术-计算机:跨学科应用
CiteScore
6.50
自引率
3.70%
发文量
55
审稿时长
>12 weeks
期刊介绍: Language Resources and Evaluation is the first publication devoted to the acquisition, creation, annotation, and use of language resources, together with methods for evaluation of resources, technologies, and applications. Language resources include language data and descriptions in machine readable form used to assist and augment language processing applications, such as written or spoken corpora and lexica, multimodal resources, grammars, terminology or domain specific databases and dictionaries, ontologies, multimedia databases, etc., as well as basic software tools for their acquisition, preparation, annotation, management, customization, and use. Evaluation of language resources concerns assessing the state-of-the-art for a given technology, comparing different approaches to a given problem, assessing the availability of resources and technologies for a given application, benchmarking, and assessing system usability and user satisfaction.
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