Through the compression glass: language complexity and the linguistic structure of compressed strings

IF 1.1 2区 文学 0 LANGUAGE & LINGUISTICS
Katharina Ehret
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Abstract

Against the backdrop of the sociolinguistic-typological complexity debate which is all about measuring, comparing and explaining language complexity, this article investigates how Kolmogorov-based information theoretic complexity relates to linguistic structures. Specifically, the linguistic structure of text which has been compressed with the text compression algorithm gzip will be analysed. One implementation of Kolmogorov-based language complexity is the compression technique (Ehret, Katharina. 2021. An information-theoretic view on language complexity and register variation: Compressing naturalistic corpus data. Corpus Linguistics and Linguistic Theory (2). 383–410) which employs gzip to measure language complexity in naturalistic text samples. In order to determine what type of structures compression algorithms like gzip capture, and how these compressed strings relate to linguistically meaningful structures, gzip’s lexicon output is retrieved and subjected to an in-depth analysis. As a case study, the compression technique is applied to the English version of Lewis Carroll’s Alice’s Adventures in Wonderland and its lexicon output is extracted. The results show that gzip-like algorithms sometimes capture linguistically meaningful structures which coincide, for instance, with lexical words or suffixes. However, many compressed sequences are linguistically unintelligible or simply do not coincide with any linguistically meaningful structures. Compression algorithms like gzip thus crucially capture purely formal structural regularities. As a consequence, information theoretic complexity, in this context, is a linguistically agnostic, purely structural measure of regularity and redundancy in texts.
透过压缩玻璃:语言复杂性和压缩字符串的语言结构
社会语言学与表型复杂性的争论涉及语言复杂性的测量、比较和解释,本文以这一争论为背景,研究基于科尔莫戈罗夫信息论的复杂性与语言结构的关系。具体来说,本文将分析使用文本压缩算法 gzip 压缩的文本的语言结构。基于柯尔莫哥洛夫的语言复杂性的一种实现方式是压缩技术(Ehret, Katharina.2021.语言复杂性和语域变异的信息论观点:压缩自然语料库数据。语料库语言学和语言学理论》(2)。383-410),它采用 gzip 来测量自然文本样本中的语言复杂性。为了确定像 gzip 这样的压缩算法能捕捉到哪些类型的结构,以及这些压缩字符串与语言意义结构之间的关系,我们检索了 gzip 的词典输出,并对其进行了深入分析。作为一项案例研究,我们将压缩技术应用于刘易斯-卡罗尔的《爱丽丝漫游奇境记》的英文版,并提取了其词典输出。结果表明,类似 gzip 的算法有时会捕捉到有语言意义的结构,这些结构与词汇或后缀等相吻合。然而,许多压缩序列在语言上是不可理解的,或者根本不与任何有语言意义的结构相吻合。因此,像 gzip 这样的压缩算法关键在于捕捉纯粹的形式结构规律性。因此,在这种情况下,信息论复杂性是一种与语言无关的、纯结构性的文本规则性和冗余性测量方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
2.00
自引率
18.20%
发文量
105
期刊介绍: Linguistics Vanguard is a new channel for high quality articles and innovative approaches in all major fields of linguistics. This multimodal journal is published solely online and provides an accessible platform supporting both traditional and new kinds of publications. Linguistics Vanguard seeks to publish concise and up-to-date reports on the state of the art in linguistics as well as cutting-edge research papers. With its topical breadth of coverage and anticipated quick rate of production, it is one of the leading platforms for scientific exchange in linguistics. Its broad theoretical range, international scope, and diversity of article formats engage students and scholars alike. All topics within linguistics are welcome. The journal especially encourages submissions taking advantage of its new multimodal platform designed to integrate interactive content, including audio and video, images, maps, software code, raw data, and any other media that enhances the traditional written word. The novel platform and concise article format allows for rapid turnaround of submissions. Full peer review assures quality and enables authors to receive appropriate credit for their work. The journal publishes general submissions as well as special collections. Ideas for special collections may be submitted to the editors for consideration.
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