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VIRA-Bench: Diagnosing Pedagogical Contingency Understanding in Online Tutoring Videos
Understanding a one-to-one tutoring video requires more than recognizing its events. A model must connect a visible teacher intervention to the learner response it elicits and to the follow-up adjusted to that response. Existing video and educational-dialogue benchmarks typically emphasize event rec
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