Video-Arena: A Scalable Agentic Video Benchmark for Spatiotemporal Capability

Video-Arena evaluates spatiotemporal intelligence by using competitive game footage to create verifiable tests of evolving world states. The benchmark assesses model capabilities across three categories: critical event perception, state update interpretation, and resulting state tracking. This framework enables scalable, objective evaluation of how agents track partially observable dynamic environments.