Rethinking Long-Video Efficiency: A Joint Allocation Perspective on Frames, Pixels, and Front-End Latency

Benchmark Model Rank Results
video-question-answering-on-lvbenchLoHi-SemDiv (Qwen3-VL-4B)–Accuracy: 45.9
video-question-answering-on-mlvuLoHi-SemDiv (Qwen3-VL-4B)–Accuracy: 74.38