The Low Frequency Trap: Video Language Models Fail at Simple Event Bookkeeping
By Sarvesh Baskar · Paper · cs.AI
Real-world video benchmarks provide broad coverage, but their fixed clips entangle event count, rate, duration, and visual complexity, making failure modes hard to isolate. While existing programmatic benchmarks offer better control, they score only the final answer rather than a