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The word frequency effect during sentence reading: A linear or nonlinear effect of log frequency?

机译:句子读数的词频率效应:日志频率的线性或非线性效果?

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The effect of word frequency on eye movement behaviour during reading has been reported in many experimental studies. However, the vast majority of these studies compared only two levels of word frequency (high and low). Here we assess whether the effect of log word frequency on eye movement measures is linear, in an experiment in which a critical target word in each sentence was at one of three approximately equally spaced log frequency levels. Separate analyses treated log frequency as a categorical or a continuous predictor. Both analyses showed only a linear effect of log frequency on the likelihood of skipping a word, and on first fixation duration. Ex-Gaussian analyses of first fixation duration showed similar effects on distributional parameters in comparing high- and medium-frequency words, and medium- and low-frequency words. Analyses of gaze duration and the probability of a refixation suggested a nonlinear pattern, with a larger effect at the lower end of the log frequency scale. However, the nonlinear effects were small, and Bayes Factor analyses favoured the simpler linear models for all measures. The possible roles of lexical and post-lexical factors in producing nonlinear effects of log word frequency during sentence reading are discussed.
机译:许多实验研究报告了在阅读期间对眼球运动行为的影响。然而,绝大多数这些研究只比较了两个单词频率(高低)。在这里,我们在实验中评估对Log Word频率对眼睛运动测量的影响是线性的,其中每个句子中的关键目标字是三个近似间隔的日志频率水平中的一个。将处理的日志频率分开作为分类或连续预测器。两种分析都仅显示了日志频率的线性效果,就跳过单词的可能性以及第一固定持续时间。第一固定持续时间的前高斯分析对比较高中频率词和中频和低频词来分布参数对分布参数进行了类似的影响。凝视持续时间的分析和修正的概率表明了非线性图案,在日志频率的下端具有较大效果。然而,非线性效应小,贝叶因子分析有利于所有措施的更简单的线性模型。讨论了词汇和后词汇因素在句子读数期间产生非线性效应的影响。

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