Video Question Answering on LVB
62.8AccuracyA.I.R.
Evaluation Results
| Method | Links | |
|---|---|---|
| A.I.R.Venue=-, Base Model=InternVL3-8B, #Frames=≤322025.10 | 62.8 | |
| A.I.R.Venue=-, Base Model=LLaVA-OV-7B, #Frames=≤322025.10 | 60.7 | |
| A.I.R.Venue=-, Base Model=Qwen2VL-7B, #Frames=≤322025.10 | 58.9 | |
| VanillaRet.=100%2026.05 | 58.8 | |
| VideoRAGVenue=NeurIPS’25, Base Model=LLaVA-Video-7B, #Frames=642025.10 | 58.7 | |
| FlashVIDRet.=25%2026.05 | 58.5 | |
| OTT-VidRet.=25%2026.05 | 58.3 | |
| UniCompRet.=25%2026.05 | 58.1 | |
| HoliTomRet.=25%2026.05 | 57.8 | |
| FlashVIDRet.=20%2026.05 | 57.8 | |
| OTT-VidRet.=20%2026.05 | 57.8 | |
| FastVIDRet.=25%2026.05 | 57.5 | |
| OTT-VidRet.=15%2026.05 | 57.5 | |
| UniCompRet.=20%2026.05 | 57.4 | |
| FastVIDRet.=20%2026.05 | 57.2 | |
| FastVIDRet.=15%2026.05 | 57.2 | |
| HoliTomRet.=20%2026.05 | 57.1 | |
| FlashVIDRet.=15%2026.05 | 57.1 | |
| FlashVIDRet.=10%2026.05 | 56.9 | |
| HoliTomRet.=15%2026.05 | 56.8 | |
| OTT-VidRet.=10%2026.05 | 56.7 | |
| UniCompRet.=15%2026.05 | 56.4 | |
| HoliTomRet.=10%2026.05 | 55.6 | |
| FastVIDRet.=10%2026.05 | 55.6 | |
| UniCompRet.=10%2026.05 | 54.2 |