The Low Frequency Trap: Video Language Models Fail at Simple Event Bookkeeping

Sarvesh Baskar, Zikui Cai, Shayan Shabihi +5

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 e…