Examining Variation in How Guided AI Tutors Resolve Student Impasses
For learning analytics, these findings identify impasse depth and type as observable, turn-level dialogue signals that analytics can use to trigger graduated, state-sensitive assistance in real time.
Bakhtawar Ahtisham, Kirk P. Vanacore, Alessandra O. Napoli et al.
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