Tag
TeachObs introduces a human-validated benchmark for multimodal teaching observation, consisting of 30 classroom videos annotated with segment-level binary codes and lesson-level expert ratings, and evaluates five frontier LLMs across three tracks, finding no single model consistently outperforms and that model evaluations overrate procedurally clear lessons.