ResearchBenchmarksMulti-grained Video Cooperative Understanding on UFVideo-Bench PixHQAMulti-grained Video Cooperative Understanding on UFVideo-Bench PixHQAFollow4.28SAvg (with T)Qwen3-VL4.05124.11064.174.2294Dec 12, 2025Evaluation resultsMethodMethodLinksSAvg (with T)J ScoreF ScoreJ and F ScoreSAvg (without T)Qwen3-VLSize=32BSize=32B2025.124.28———7.51UFVideoSize=7BSize=7B2025.124.2246.835349.917.56GPT-4o2025.124.14———7.35Qwen3-VLSize=8BSize=8B2025.124.06———7.18