Extraction and normalization of IR indexing terms and phrases in a highly inflectional language

IF 0.5 0 LANGUAGE & LINGUISTICS Journal of Greek Linguistics Pub Date : 2023-05-16 DOI:10.1163/15699846-02301001
Panagiotis Gakis, Theodoros Kokkinos, C. Tsalidis
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引用次数: 0

Abstract

Term-based indexing of documents is conventionally implemented by stemmers or their corpus-based improvements, both of which encode implicit linguistic information. Terms are directly derived from document content such that a unique indexing approach is available at indexing run-time. For highly inflectional languages where term variation is high, such techniques are more error-prone. The main focus of the current study is the extraction and normalization of single terms and phrases and the proposal of authenticated control of indexing. The proposed approach relies on the use of explicit linguistic knowledge, appropriately encoded in large language resources. Such control guarantees the highest possible expansion factor for indexing terms as well as indexing consistency. Moreover, it offers a framework where different and eventually contradicting indexing criteria can be practiced, conventional and Natural Language Processing (NLP)-based Information Retrieval (IR) applications can be served, while adaptations can be made for tuning to a specific domain or corpus.
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一种高度屈折变化语言中IR索引术语和短语的提取和规范化
基于术语的文档索引通常由词干或基于语料库的改进实现,这两种方法都编码隐式语言信息。术语直接派生自文档内容,因此在索引运行时可以使用唯一的索引方法。对于术语变化很大的高度屈折的语言,这种技术更容易出错。目前研究的重点是单个术语和短语的提取和规范化,以及提出索引的认证控制。所提出的方法依赖于使用明确的语言知识,适当地编码在大型语言资源中。这样的控制保证了索引项的尽可能高的扩展因子以及索引的一致性。此外,它提供了一个框架,在这个框架中可以实践不同的、最终相互矛盾的索引标准,可以为传统的和基于自然语言处理(NLP)的信息检索(IR)应用程序提供服务,同时可以进行调整以调整到特定的领域或语料库。
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来源期刊
Journal of Greek Linguistics
Journal of Greek Linguistics LANGUAGE & LINGUISTICS-
CiteScore
1.10
自引率
0.00%
发文量
1
审稿时长
42 weeks
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