A deployed LLM tutor with code-enforced answer-withholding reached full compliance on four acceptance gates by walking its failures down an interpretable over-help ladder.
Anderson, Albert T
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Teaching a Large Language Model Tutor to Withhold the Answer: A Supervisor Architecture and an Evidence-Driven Method for Tuning Socratic Behavior
A deployed LLM tutor with code-enforced answer-withholding reached full compliance on four acceptance gates by walking its failures down an interpretable over-help ladder.