Natural language processing as a technique for conducting text-based research

IF 2.8 0 LANGUAGE & LINGUISTICS Language and Linguistics Compass Pub Date : 2021-08-09 DOI:10.1111/lnc3.12433
Laura K. Allen, Sarah D. Creer, Mary Cati Poulos
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引用次数: 5

Abstract

Research in discourse processing has provided us with a strong foundation for understanding the characteristics of text and discourse, as well as their influence on our processing and representation of texts. However, recent advances in computational techniques have allowed researchers to examine discourse processes in new ways. The purpose of the current paper is to build on prior work in this domain and describe how new methodologies that consider the multi-dimensional nature of texts can serve as a complement to the existing literature. We focus on natural language processing (NLP) methodologies, in which computers calculate information about the linguistic and semantic properties of language data. We first provide a context for the origins of computational discourse analysis through the integration of research across computer science and psychology. We then provide an overview of different NLP methodologies and describe prior work that has leveraged these techniques to advance theoretical perspectives of discourse comprehension and production. Finally, we propose new areas of research that integrate these advances with traditional research methodologies in the field.

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自然语言处理作为一种进行基于文本的研究的技术
话语处理的研究为我们理解文本和话语的特征以及它们对我们对文本的处理和表征的影响提供了坚实的基础。然而,最近计算技术的进步使研究人员能够以新的方式检查话语过程。当前论文的目的是建立在这一领域的先前工作的基础上,并描述如何考虑文本的多维性质的新方法可以作为现有文献的补充。我们专注于自然语言处理(NLP)方法,其中计算机计算有关语言数据的语言和语义属性的信息。我们首先通过整合计算机科学和心理学的研究,为计算语篇分析的起源提供了一个背景。然后,我们概述了不同的NLP方法,并描述了利用这些技术来推进话语理解和产生的理论观点的先前工作。最后,我们提出了新的研究领域,将这些进展与该领域的传统研究方法相结合。
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来源期刊
Language and Linguistics Compass
Language and Linguistics Compass LANGUAGE & LINGUISTICS-
CiteScore
5.40
自引率
4.00%
发文量
39
期刊介绍: Unique in its range, Language and Linguistics Compass is an online-only journal publishing original, peer-reviewed surveys of current research from across the entire discipline. Language and Linguistics Compass publishes state-of-the-art reviews, supported by a comprehensive bibliography and accessible to an international readership. Language and Linguistics Compass is aimed at senior undergraduates, postgraduates and academics, and will provide a unique reference tool for researching essays, preparing lectures, writing a research proposal, or just keeping up with new developments in a specific area of interest.
期刊最新文献
Issue Information Truthmaker Semantics and Natural Language Semantics The Semantics and Expression of Apprehensional Modality The Roles of Neural Networks in Language Acquisition Challenges and Strategies for Acquiring Adjectives
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