MultiHint-9K: Orchestrating Human and AI Agency for Scalable Pedagogical Hint Generation
A framework that orchestrates human and AI agency to produce high-fidelity multilingual Socratic hints at scale is presented, and a component contribution analysis demonstrates that removing any pipeline stage degrades yield from 98% to as low as 38%.
Kamyar Zeinalipour, Amir Sadeghi, Giovanni Angelini et al.
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