Fang-Wei Lin

The Illusion of Progress: Dialogue-Derived Signals for Proactive Intervention Timing in Student–GenAI Interaction

This work argues for a restraint-first intervention policy: systems should intervene not merely because dialogue appears active, but when sustained engagement fails to convert into observable enactment, while withholding intervention once concrete enactment cues are present.