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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

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Amir Sadeghi

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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. · 0 citations

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