An LLM pipeline can produce reasonably accurate, expert-scored interpretations of student learning strategies from raw clickstreams, with zero-shot prompting outperforming more complex prompting schemes.
StatPearls Publishing (2020), available from:https://www.ncbi.nlm.nih
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ClickSight: Interpreting Student Clickstreams to Reveal Insights on Learning Strategies via LLMs
An LLM pipeline can produce reasonably accurate, expert-scored interpretations of student learning strategies from raw clickstreams, with zero-shot prompting outperforming more complex prompting schemes.