Sci-VBench: Evaluating Knowledge- and Reasoning-Intensive Video Generation in Science Domains

Introduces a 1,253-example, expert-annotated benchmark across 60 subjects in four scientific disciplines for testing whether video generation models get scientific facts and causal dynamics right, not just visual realism. Finds models vary widely on scientific correctness with a pronounced gap between proprietary and open-source systems.