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Petr Tsekoyev

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Review 2025

How can machine learning personalize educational content generated by LLMs

It is suggested that ML-guided prompt routing can improve perceived relevance of instructional materials while remaining transparent and easy to calibrate and integrate interpretable ML predictions with prompt-engineered LLMs can automate individualized content generation and improve learning outcomes.

Petr Tsekoyev, T. Sembayev, Z. Nurbekova · 0 citations