An LLM scored students' written computational thinking responses in an introductory physics course with human-level agreement on well-defined practices and reproduced pre-post growth trends at scale.
Be- cause the survey questions rely heavily on visual context (e.g., Python code snippets and system diagrams), GPT-5.4-mini was selected for its advanced multimodal capabilities
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Using LLMs to Detect Growth in Computational Thinking in Introductory Physics
An LLM scored students' written computational thinking responses in an introductory physics course with human-level agreement on well-defined practices and reproduced pre-post growth trends at scale.