ResearchBenchmarksMulti-grained Video Cooperative Understanding on UFVideo-Bench PixRQAMulti-grained Video Cooperative Understanding on UFVideo-Bench PixRQAFollow3.35SAvg (Score Average)UFVideo2.54922.75712.9653.1729Dec 12, 2025Evaluation resultsMethodMethodLinksSAvg (Score Average)J ScoreF ScoreJ and F Combined ScoreUFVideoSize=7BSize=7B2025.123.3558.747.8753.39Qwen3-VLSize=32BSize=32B2025.122.9———Qwen3-VLSize=8BSize=8B2025.122.66———GPT-4o2025.122.58———