ResearchBenchmarksVideo Classification on XsportsVideo Classification on XsportsFollow33AccuracyVIOLA17.9221.83525.7529.665Jan 22, 2026Evaluation resultsMethodMethodLinksAccuracyVIOLABackbone=VideoLLaMA3Backbone=VideoLLaMA32026.0133VIOLABackbone=LLaVA-VideoBackbone=LLaVA-Video2026.0131.1VIOLABackbone=Qwen3-VLBackbone=Qwen3-VL2026.0129.6VIOLABackbone=Qwen2-VLBackbone=Qwen2-VL2026.0125.9Zero-shotBackbone=Qwen2-VLBackbone=Qwen2-VL2026.0118.5