educational-control

This paper introduces a Bloom-aligned framework for measuring educational control in LLMs—the ability to adjust cognitive demand while preserving instructional intent—and evaluates it on programming tasks using Qwen3 models, revealing that models excel at increasing difficulty but struggle to lower it.