PIVOT: Preference-based Intervention Vectors for Pedagogical Tutor Steering

The episode discusses PIVOT: Preference-based Intervention Vectors for Pedagogical Tutor Steering, a method allowing teachers to control AI tutor behavior without retraining. The paper introduces seven specific tutoring moves and uses an online learning loop based on model confusions to create steering vectors. The researchers found high accuracy and strong teacher preference.

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