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A Rubric-Guided Multimodal Approach Using High-Capacity LLMs Provides Psychometrically Sound Creativity Assessment in Learning Games

2026-02-27

Abstract excerpt

<p>Creativity assessment at scale is difficult because expert ratings are resource-intensive and hard to use in dynamic settings. Large language models (LLMs) offer potential for automated assessment, yet their validity for evaluating multimodal creative artifacts in authentic educational contexts remains unexplored. Here we evaluated whether LLMs can assess human creativity in Physics Playground, an educational p...

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Literature Corpus work
30147b60-32c4-581b-b200-8f22c95b9ca7
DOI
10.31234/osf.io/t5zvd_v1
Open publication

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A Rubric-Guided Multimodal Approach Using High-Capacity LLMs Provides Psychometrically Sound Creativity Assessment in Learning GamesDOI 10.31234/osf.io/t5zvd_v1
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