Tekstkenmerken en tekstkwaliteit van leerlingteksten

H. Maat, K. Raaijmakers, D. Vermeulen, K. D. Glopper
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Abstract

Text features and quality of learner text: an annotation study Manually annotated corpora of writing products may greatly contribute to writing research: they offer detailed insights in the quality of these texts, in the text features actually attended to by human text raters, in possibilities and difficulties for the use of automatic writing analytics and writing tools, and in the relations between different text quality dimensions. This paper presents the Utrecht System for Annotation of Learner text (USALT), that covers both general features (orthography, punctuation, wording, coherence) and genre-specific elements (such as openings, endings, structuring devices and politeness). The annotations contain up to three items (annotation unit; problem type; part-of-speech tag). USALT reflects various text quality dimensions, notably correctness, comprehensibility and appropriateness (both stylistically and in terms of genre conventions). We present an USALT analysis of 371 texts produced by Dutch students from grades 7-9 (aged 12-15 years), taken from the so-called Schrijfmeters-corpus. The assignment concerned a letter about ‘typically Dutch things’ to a Swedish girl about to emigrate to The Netherlands. USALT reliabilities were adequate. In terms of problem frequency, we were struck by the pervasiveness of punctuation problems. Furthermore, the orthography and punctuation problems together present considerable difficulties for automatic analysis of original learner texts at this level. A remarkable result regarding relations between various text quality dimensions is that the frequency of orthography problems correlates higher with genre convention problems than with lexico-grammatical problems. We also used the annotations as predictors of the holistic scores assigned to the texts by human raters. Standardized annotation frequencies by themselves may account for 45% of the score variance, with a prominent role for annotations regarding genre elements; text length by itself explains 52%. The best model includes both text length and annotations (65% explained variance). In ongoing work, USALT is being extended to handle argumentative writing assignments.
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学生文本的文本特征和文本质量
人工注释的写作产品语料库可能对写作研究有很大的贡献:它们提供了这些文本的质量、人类文本评价者实际关注的文本特征、使用自动写作分析和写作工具的可能性和困难,以及不同文本质量维度之间的关系等方面的详细见解。本文介绍了学习者文本标注的乌得勒支系统(USALT),该系统既包括一般特征(正字法、标点、措辞、连贯),也包括特定体裁元素(如开头、结尾、结构装置和礼貌)。注释最多包含三个项目(注释单位;问题类型;词性标记)。USALT反映了文本质量的各个方面,特别是正确性、可理解性和适当性(文体和体裁惯例)。我们对荷兰7-9年级学生(12-15岁)的371篇课文进行了USALT分析,这些课文取自所谓的schrijfmeters语料库。任务是给一个即将移民到荷兰的瑞典女孩写一封关于“典型荷兰事物”的信。USALT的可靠性是足够的。就问题的频率而言,我们被标点问题的普遍性所震惊。此外,正字法和标点问题一起给这个级别的原始学习者文本的自动分析带来了相当大的困难。关于文本质量各维度之间的关系,一个显著的结果是正字法问题的频率与体裁惯例问题的相关性高于与词汇语法问题的相关性。我们还使用注释作为人类评分者分配给文本的整体分数的预测因子。标准化标注频次本身可能占总分方差的45%,其中类型元素标注作用突出;文本长度本身解释了52%。最好的模型包括文本长度和注释(65%的解释方差)。在正在进行的工作中,USALT正在扩展到处理议论文写作作业。
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