Accuracy (%) on Robotic Spatial Reasoning on RoboSpatial
69.7Accuracy (%)Embodied-R1.5
Evaluation results
| Method | Links | |
|---|---|---|
| Embodied-R1.5Model Category=Ours2026.06 | 69.7 | |
| Qwen3-VL-8BModel Category=General-Purpose VLMs2026.06 | 65.4 | |
| Mimo-EmbodiedModel Category=Embodied VLMs2026.06 | 61.8 | |
| Gemini-2.5-ProModel Category=General-Purpose VLMs2026.06 | 59.9 | |
| Pelican-VL-1.0Model Category=Embodied VLMs2026.06 | 57.5 | |
| RoboBrain-2.0-7BModel Category=Embodied VLMs2026.06 | 54.2 | |
| GPT-5.4Model Category=General-Purpose VLMs2026.06 | 53.1 | |
| InternVL3.5-8BModel Category=General-Purpose VLMs2026.06 | 51.1 | |
| Embodied-R1Model Category=Embodied VLMs2026.06 | 47.4 | |
| GPT-4oModel Category=General-Purpose VLMs2026.06 | 44.4 | |
| VeBrainModel Category=Embodied VLMs2026.06 | 42.5 | |
| Gemini-Robotics-ER-1.5Model Category=Embodied VLMs2026.06 | 40.1 | |
| Molmo-D-7BModel Category=General-Purpose VLMs2026.06 | 36 | |
| MagmaModel Category=Embodied VLMs2026.06 | 33.7 |