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

机译:句子阅读中的词频效应:对数频率的线性或非线性效应?

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摘要

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:许多实验研究已经报道了单词频率对阅读过程中眼睛运动行为的影响。但是,这些研究中的绝大多数只比较了两个频率的单词频率(高和低)。在此实验中,我们评估了对数词频率对眼动指标的影响是否是线性的,该实验中每个句子中的关键目标词处于三个等距对数频率水平之一。单独分析将对数频率视为分类或连续预测变量。两项分析均显示,对数频率对跳过单词的可能性以及首次注视持续时间的线性影响。前高斯分析的第一注视持续时间显示出在比较高频和中频词以及中低频词时对分布参数的影响相似。凝视持续时间和重新固定的可能性的分析表明是非线性模式,在对数频率范围的较低端影响更大。但是,非线性影响很小,并且贝叶斯因子分析偏爱所有措施的简单线性模型。讨论了词汇和词汇后因素在句子阅读过程中产生对数词频率非线性影响的可能作用。

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