Инструмент / набор данных2026
Инструмент / набор данных 92A guarded LLM tutor reached its withholding targets in scripted tests, but student learning remains unmeasured
Yusuf Pisan
arXiv preprint
Pisan reports a deployed programming tutor that places an eight-rung help ceiling outside the generating LLM, strips solution code deterministically and judges risky replies against a per-turn contract. Across roughly two dozen scripted turns per calibration run, earnest-reply revisions fell from 43% to 0% and audited ceiling compliance rose from about 77% to 100% after measurement and policy defects were repaired. The evaluation used synthetic personas, not students, so it establishes contract compliance rather than durable learning.
Socratic tutoringanswer withholdingprogramming education
Читать резюме на 500 слов →