ResearchBenchmarksVideo Captioning on CapERAVideo Captioning on CapERAFollow39.3ROUGE-LVIOLA22.1426.59531.0535.505Jan 22, 2026Evaluation resultsMethodMethodLinksROUGE-LVIOLABackbone=Qwen2-VLBackbone=Qwen2-VL2026.0139.3VIOLABackbone=VideoLLaMA3Backbone=VideoLLaMA32026.0137.6VIOLABackbone=LLaVA-VideoBackbone=LLaVA-Video2026.0135.8VIOLABackbone=Qwen3-VLBackbone=Qwen3-VL2026.0133.3Zero-shotBackbone=Qwen2-VLBackbone=Qwen2-VL2026.0127.4Zero-shotBackbone=VideoLLaMA3Backbone=VideoLLaMA32026.0122.8