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Towards a unified model of semantic memory: validation and theoretical implications of the conceptual feature rating space

机译:朝着语义记忆统一模型:概念特征评定空间的验证和理论意义

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摘要

The representation of abstract and concrete concepts has long been a debated question in the literature. In previous work, we created a semantic space which was able to model abstract and concrete concepts in a single multidimensional space. In this study, we tested the validity of our semantic space by comparing it with Latent Semantic Analysis in a word relatedness task during eyetracking. We measured reaction time, gaze measures, and pupil dilation. The results of our study revealed that the newly created space was valid and not just a product of our data. Our ability to simulate a high dimensional semantic space represents a step forward in our understanding of the representation of concepts.
机译:抽象和具体概念的代表长期以来一直是文学中的讨论问题。 在以前的工作中,我们创建了一个能够在单个多维空间中建模摘要和具体概念的语义空间。 在这项研究中,我们通过在眼镜期间与Word相关性任务中的潜在语义分析进行比较来测试我们的语义空间的有效性。 我们测量了反应时间,凝视测量和瞳孔扩张。 我们的研究结果表明,新创建的空间有效,而不仅仅是我们数据的产品。 我们模拟高维语义空间的能力代表了我们对概念表示的理解方面的一步。

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