Vision-Language Understanding on NegBench COCO
93.19AccuracyInternVL-3.0-8B
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| InternVL-3.0-8BParameters=8B2026.05 | 93.19 | 1 | 54.13 | 68.48 | 56.42 | |
| InternVL-2.5-8BParameters=8B2026.05 | 91.21 | 2 | 48.28 | 63.13 | 46.54 | |
| InternVL-3.5-8BParameters=8B2026.05 | 84.29 | 3 | 53.52 | 65.47 | 48.99 | |
| Qwen2.5-VL-7BParameters=7B2026.05 | 81.65 | 4 | 51.5 | 63.17 | 52.35 | |
| Qwen3.0-VL-8BParameters=8B2026.05 | 77.53 | 5 | 45.45 | 57.31 | 45.7 | |
| Gemma3.0-12BParameters=12B2026.05 | 71.98 | 6 | 42.07 | 53.1 | 45.79 | |
| Qwen2.0-VL-7BParameters=7B2026.05 | 69.68 | 7 | 20.87 | 32.11 | 18.7 | |
| LLaVA-1.5-13BParameters=13B2026.05 | 62.06 | 8 | 46.75 | 53.33 | 40.09 | |
| InternVL-2.0-8BParameters=8B2026.05 | 48.78 | 9 | 45.59 | 47.13 | 26.83 | |
| LLaVA-1.6-13BParameters=13B2026.05 | 38.98 | 10 | 37.88 | 38.42 | 30.61 | |
| Qwen-VL-7B-ChatParameters=7B2026.05 | 24.26 | 11 | 36.91 | 29.28 | 14.26 |