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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:在许多实验研究中,词频对阅读过程中眼球运动行为的影响已有报道。然而,绝大多数研究只比较了两个级别的词频(高和低)。在这项实验中,我们评估了对数词频率对眼球运动测量的影响是否是线性的,在这项实验中,每个句子中的关键目标词处于三个大致等距的对数频率水平之一。单独的分析将对数频率视为分类或连续预测因子。这两项分析都表明,对数频率对跳过一个单词的可能性和第一次注视的持续时间只有线性影响。首次注视持续时间的非高斯分析显示,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。对注视持续时间和再固定概率的分析表明,这是一种非线性模式,在对数频率标度的低端有更大的影响。然而,非线性效应很小,贝叶斯因子分析有利于所有测量的简单线性模型。本文还讨论了词汇和后词汇因素在句子阅读中产生对数词频非线性效应的可能作用。

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