ResearchBenchmarksVideo Captioning on BoraVideo Captioning on BoraFollow0.365ROUGE-LVIOLA0.21420.253350.29250.33165Jan 22, 2026Evaluation resultsMethodMethodLinksROUGE-LVIOLABackbone=Qwen2-VLBackbone=Qwen2-VL2026.010.365VIOLABackbone=VideoLLaMA3Backbone=VideoLLaMA32026.010.34VIOLABackbone=LLaVA-VideoBackbone=LLaVA-Video2026.010.332VIOLABackbone=Qwen3-VLBackbone=Qwen3-VL2026.010.33Zero-shotBackbone=Qwen2-VLBackbone=Qwen2-VL2026.010.261Zero-shotBackbone=VideoLLaMA3Backbone=VideoLLaMA32026.010.22