Long Video Question Answering on Video-MME Long without Subtitles
62.3Overall AccuracyVideo-RAG
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Video-RAGBackbone=72B, Native Input=false2026.04 | 62.3 | 1.3 | |
| VideoStirBackbone=72B, Native Input=true2026.04 | 62.1 | 1 | |
| TV-RAGBackbone=72B, Native Input=false2026.04 | 61.8 | 0.5 | |
| LLaVA-VideoBackbone=72B, Native Input=true2026.04 | 61.5 | — | |
| Video-RAGBackbone=25B, Native Input=false2026.04 | 59.6 | 1.4 | |
| VideoStirBackbone=25B, Native Input=true2026.04 | 59.4 | 1 | |
| TV-RAGBackbone=25B, Native Input=false2026.04 | 59 | 0.3 | |
| AriaBackbone=25B, Native Input=true2026.04 | 58.8 | — | |
| VideoStirBackbone=8B, Native Input=true2026.04 | 51 | 1.8 | |
| TV-RAGBackbone=8B, Native Input=false2026.04 | 50.9 | 1.6 | |
| Video-RAGBackbone=8B, Native Input=false2026.04 | 50.6 | 1 | |
| mPLUG-Owl3Backbone=8B, Native Input=true2026.04 | 50.1 | — | |
| VideoStirBackbone=26B, Native Input=true2026.04 | 46.9 | 2.9 | |
| Video-RAGBackbone=26B, Native Input=false2026.04 | 46.7 | 2.4 | |
| TV-RAGBackbone=26B, Native Input=false2026.04 | 46.3 | 1.5 | |
| InternVL-1.5Backbone=26B, Native Input=true2026.04 | 45.6 | — |