Video Question Answering on UrbanVideo-Bench
56.9AccuracyACE-Brain-0-8B
Evaluation results
| Method | Links | |
|---|---|---|
| ACE-Brain-0-8BModel Category=Embodied Brain MLLMs2026.03 | 56.9 | |
| Qwen-VL-MaxModel Category=Closed-source MLLMs2026.03 | 45.5 | |
| GPT-4oModel Category=Closed-source MLLMs2026.03 | 43.6 | |
| Qwen3-VL-8B-Inst.Model Category=Open-source general-purpose MLLMs2026.03 | 39.2 | |
| RoboBrain2.5-8BModel Category=Embodied Brain MLLMs2026.03 | 37.5 | |
| Pelican-VL-7BModel Category=Embodied Brain MLLMs2026.03 | 37.1 | |
| VeBrain-7BModel Category=Embodied Brain MLLMs2026.03 | 36.5 | |
| Qwen2.5-VL-7B-Inst.Model Category=Open-source general-purpose MLLMs2026.03 | 34.6 | |
| InternVL3.5-8BModel Category=Open-source general-purpose MLLMs2026.03 | 34.6 | |
| InternVL3-8BModel Category=Open-source general-purpose MLLMs2026.03 | 30.8 | |
| Qwen3-VL-2B-Inst.Model Category=Open-source general-purpose MLLMs2026.03 | 30.5 | |
| Vlaser-8BModel Category=Embodied Brain MLLMs2026.03 | 30.4 | |
| RoboBrain2.0-7BModel Category=Embodied Brain MLLMs2026.03 | 30 | |
| MiMo-Embodied-7BModel Category=Embodied Brain MLLMs2026.03 | 26 |