Video Question Answering on MVBench (SC, FGP, OS, Avg Metrics)
61.2Average ScoreV-LynX-7B
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| V-LynX-7BModel Category=Task-specific models ≥ 7B, ΔParams.=195.0M2026.05 | 61.2 | 53.5 | 54 | 42 | — | — | |
| UniMVU†Size=7B, training=unified multi-task training2026.05 | 59.5 | 51.5 | 58 | 39.5 | 76.5 | 76.1 | |
| PAVE-7B (w/ video feature)FLOPs(TB)=98.63, Total Params=8.2B, Trainable Params=170.5M2025.03 | 58 | 51.5 | 54.5 | 39 | — | — | |
| UniMVUSize=7B, training=task-specific training2026.05 | 58 | 51 | 54.5 | 38.5 | 71 | 77 | |
| PAVE-7BModel Category=Task-specific models ≥ 7B, ΔParams.=500.5M2026.05 | 58 | 51.5 | 54.5 | 39 | — | — | |
| VideoLLaMA2.1-7BSize=7B2026.05 | 57.3 | — | — | — | — | — | |
| PAVE*Size=7B2026.05 | 57.1 | 51 | 53.5 | 39.5 | 70.5 | 70.7 | |
| LLaVA-OV-7BFLOPs(TB)=98.53, Total Params=8.2B2025.03 | 56.7 | 52 | 53 | 35.5 | — | — | |
| LLaVA-OV-7BSize=7B2026.05 | 56.7 | 52 | 53 | 35.5 | — | — | |
| LLaVA-OV-7BModel Category=Task-specific models ≥ 7B2026.05 | 56.7 | 52 | 53 | 35.5 | — | — | |
| V-LynX-0.5BModel Category=Task-specific models < 7B, ΔParams.=68.7M2026.05 | 53.7 | 45.5 | 54.5 | 37.5 | — | — | |
| VideoChat2-7BSize=7B2026.05 | 51.1 | 44 | 49 | 42.5 | 47.5 | 66 | |
| UniMVU†Size=0.5B, training=unified multi-task training2026.05 | 48.6 | 37.5 | 49 | 30.5 | 64 | 63 | |
| UniMVUSize=0.5B, training=task-specific training2026.05 | 46.7 | 43 | 50.5 | 30 | 53.5 | 52 | |
| PAVE-0.5B (w/ video feature)FLOPs(TB)=8.08, Total Params=0.9B, Trainable Params=41.4M2025.03 | 46.6 | 40 | 54 | 33.5 | — | — | |
| PAVE-0.5BModel Category=Task-specific models < 7B, ΔParams.=371.4M2026.05 | 46.6 | 40 | 54 | 35.5 | — | — | |
| LLaVA-OV-0.5BFLOPs(TB)=8.01, Total Params=0.9B2025.03 | 45.5 | 37.5 | 49 | 33 | — | — | |
| LLaVA-OVSize=0.5B2026.05 | 45.5 | 37.5 | 49 | 33 | — | — | |
| LLaVA-OV-0.5BModel Category=Task-specific models < 7B2026.05 | 45.5 | 37.5 | 49 | 33 | — | — | |
| PAVE*Size=0.5B2026.05 | 44.5 | 41 | 50 | 32 | 43 | 46.5 |