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Punctuation as Native Language Interference

机译:标点符号作为母语干扰

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In this paper, we describe experiments designed to explore and evaluate the impact of punctuation marks on the task of native language identification. Punctuation is specific to each language, and is part of the indicators that overtly represent the manner in which each language organizes and conveys information. Our experiments are organized in various set-ups: the usual multi-class classification for individual languages, also considering classification by language groups, across different proficiency levels, topics and even cross-corpus. The results support our hypothesis that punctuation marks are persistent and robust indicators of the native language of the author. which do not diminish in influence even when a high proficiency level in a non-native language is achieved.
机译:在本文中,我们描述了旨在探索和评估标点符号对母语识别任务的影响的实验。标点符号特定于每种语言,是指标的一部分,该指标的一部分是公开代表每种语言组织和传送信息的方式。我们的实验是各种设置组织的:各种语言的通常多级分类,也考虑在不同的熟练程度,主题甚至交叉语料库中考虑语言群体的分类。结果支持我们的假设,标点符号是作者母语的持续和强大指标。即使在达到非母语中的高熟练程度,它也不会减少影响。

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