Works by Zhang, Siying (exact spelling)

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  1. You are what you’re for: Essentialist categorization in large language models.Siying Zhang, Selena She, Tobias Gerstenberg & David Rose - forthcoming - Proceedings of the 45Th Annual Conference of the Cognitive Science Society.
    How do essentialist beliefs about categories arise? We hypothesize that such beliefs are transmitted via language. We subject large language models (LLMs) to vignettes from the literature on essentialist categorization and find that they align well with people when the studies manipulated teleological information -- information about what something is for. We examine whether in a classic test of essentialist categorization -- the transformation task -- LLMs prioritize teleological properties over information about what something looks like, or is made of. (...)
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  2. Teleology and generics.David Rose, Siying Zhang, Qi Han & Tobias Gerstenberg - forthcoming - Proceedings of the 45Th Annual Conference of the Cognitive Science Society.
    Generic statements, such as "Bees are striped" are thought to be a central vehicle by which essentialist beliefs are transmitted. But work on generics and essentialism almost never focuses on the type of properties mentioned in generic statements. We test the hypothesis that teleological properties, what something is for, affect categorization judgments more strongly than behavioral, biological, or social properties. In Experiment 1, participants categorized properties as being either behavioral, biological, social, or teleological. In Experiment 2, we used the top (...)
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