Local Classification is Insufficient: Recovering Lecture Structure Through Temporal Constraint Enforcement

Abstract

The research strand of the Chalkless initiative — recovering the logical flow of a lecture (how definitions, examples, and key concepts build over time) beyond the words spoken; combines multimodal capture with sequence modeling to reconstruct a lecture’s reasoning arc in real time.