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Slower Perception Followed by Faster Lexical Decision in Longer Words: A Diffusion Model Analysis

机译:较长的单词中较慢的感知和更快的词汇决策:扩散模型分析

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摘要

Effects of stimulus length on reaction times (RTs) in the lexical decision task are the topic of extensive research. While slower RTs are consistently found for longer pseudo-words, a finding coined the word length effect (WLE), some studies found no effects for words, and yet others reported faster RTs for longer words. Moreover, the WLE depends on the orthographic transparency of a language, with larger effects in more transparent orthographies. Here we investigate processes underlying the WLE in lexical decision in German-English bilinguals using a diffusion model (DM) analysis, which we compared to a linear regression approach. In the DM analysis, RT-accuracy distributions are characterized using parameters that reflect latent sub-processes, in particular evidence accumulation and decision-independent perceptual encoding, instead of typical parameters such as mean RT and accuracy. The regression approach showed a decrease in RTs with length for pseudo-words, but no length effect for words. However, DM analysis revealed that the null effect for words resulted from opposing effects of length on perceptual encoding and rate of evidence accumulation. Perceptual encoding times increased with length for words and pseudo-words, whereas the rate of evidence accumulation increased with length for real words but decreased for pseudo-words. A comparison between DM parameters in German and English suggested that orthographic transparency affects perceptual encoding, whereas effects of length on evidence accumulation are likely to reflect contextual information and the increase in available perceptual evidence with length. These opposing effects may account for the inconsistent findings on WLEs.
机译:词汇决策任务中刺激长度对反应时间(RTs)的影响是广泛研究的主题。尽管对于较长的伪单词始终发现较慢的RT,但这一发现造就了字长效应(WLE),但一些研究发现对单词没有影响,而另一些研究则对较长的单词报告了较快的RT。此外,WLE取决于语言的字法透明度,在更透明的字法中效果更大。在这里,我们使用扩散模型(DM)分析调查了德语-英语双语词典中WLE的词汇决策基础,并将其与线性回归方法进行了比较。在DM分析中,RT精度分布的特征在于反映潜在子过程的参数,尤其是证据累积和独立于决策的感知编码,而不是诸如平均RT和准确性之类的典型参数。回归方法显示伪单词的RT随长度的增加而减小,但单词的长度没有影响。但是,DM分析显示,单词的无效影响是由于长度对感知编码和证据积累率的相反影响所致。对于单词和伪单词,感知编码时间随长度增加而增加,而对于真实单词,证据积累率随长度增加而对于伪单词则减少。在德语和英语中的DM参数之间进行的比较表明,正字法透明度会影响感知编码,而长度对证据积累的影响很可能反映了上下文信息以及可用的感知证据随着长度的增加。这些相反的影响可能解释了有关WLE的不一致结果。

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