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Can we detect English proficiency through reading behavior? A preliminary study

机译:我们可以通过阅读行为来检测英语水平吗?初步研究

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If it were possible to automatically detect proficiency in languages using data from eye movements, new levels of customizing computer applications could possibly be achieved. An example in case is web searches where suggestions and results could be adjusted to the user's knowledge of the language. The objective of this study is to compare the reading habits of users with high and low English language proficiency, having in mind the possible automatic detection of the English proficiency level through reading. For this purpose, a study was conducted with two types of user, those with a high level of proficiency (Proficient Users), and those with low proficiency (Basic Users) in the English language. An eye-tracker was used to collect users' eye movements while reading a text in English. Results show that users with high proficiency engage in more careful reading. In contrast, low English proficiency users take more time to read, revisit sentences and paragraphs more often, have more and longer fixations and also a higher number of saccades. As expected, these users have more difficulties in understanding the text.
机译:如果可以使用眼动数据自动检测语言熟练程度,则可以实现定制计算机应用程序的新水平。例如,在网络搜索中,可以根据用户的语言知识来调整建议和结果。这项研究的目的是比较英语水平高和低的用户的阅读习惯,同时考虑到可能通过阅读自动检测英语水平。为此,针对英语的两种类型的用户进行了研究,即熟练程度较高的用户(熟练用户)和熟练程度较低的用户(基本用户)。在阅读英文文本时,使用了眼动仪来收集用户的眼动。结果显示,熟练的用户会更仔细地阅读。相比之下,英语水平较低的用户则需要更多的时间阅读,更频繁地重访句子和段落,注视次数越来越长,扫视次数也越来越多。正如预期的那样,这些用户在理解文本方面遇到更多困难。

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