Video Understanding on Video-MME (TP, TR, Overall Accuracy)
81.8TP AccuracyMERIT
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| MERITModel=InternVL3-8B2026.04 | 81.8 | 57.6 | 67.5 | |
| RANDOM-KModel=InternVL3-8B2026.04 | 78.2 | 51.6 | 66.6 | |
| ALL-LAYERModel=InternVL3-8B2026.04 | 76.4 | 54.2 | 66.6 | |
| InternVL3-8BVariant=BASE2026.04 | 74.5 | 52 | 66.5 | |
| Qwen3-VL-4BVariant=BASE2026.04 | 69.1 | 45.2 | 64 | |
| MERITModel=Qwen3-VL-4B2026.04 | 69.1 | 46.9 | 63.5 | |
| ALL-LAYERModel=Qwen3-VL-4B2026.04 | 67.3 | 44.1 | 64.1 | |
| RANDOM-KModel=Qwen3-VL-4B2026.04 | 63.3 | 41.5 | 61.3 | |
| ALL-LAYERModel=LongVA-7B2026.04 | 61.8 | 39.5 | 54.3 | |
| MERITModel=LongVA-7B2026.04 | 61.8 | 49.7 | 54.6 | |
| LongVA-7BVariant=BASE2026.04 | 60 | 40.1 | 54.1 | |
| RANDOM-KModel=LongVA-7B2026.04 | 58.9 | 38.4 | 53.7 |