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Embodied Pointing & Location on Pixmo-Point (test)

64.8AccuracyEmbodied-R1.5
10.61624.68338.7552.817Jun 9, 2026

Evaluation results

MethodLinks
Embodied-R1.52026.0664.8
Qwen3-VL-8BCategory=General-Purpose VLM, Parameters=8B2026.0659.9
RoboBrain-2.0-7BCategory=Embodied VLM, Parameters=7B2026.0654.7
Gemini-Robotics-ER-1.5Category=Embodied VLM, Version=ER-1.52026.0652.5
Molmo-D-7BCategory=General-Purpose VLM, Parameters=7B2026.0651.9
Embodied-R1Category=Embodied VLM2026.0649.4
InternVL3.5-8BCategory=General-Purpose VLM, Parameters=8B2026.0644.1
Mimo-EmbodiedCategory=Embodied VLM2026.0642.4
GPT-5.4Category=General-Purpose VLM2026.0627.5
Pelican-VL-1.0Category=Embodied VLM, Version=1.02026.0626.1
VeBrainCategory=Embodied VLM2026.0616.8
GPT-4oCategory=General-Purpose VLM2026.0613.5
MagmaCategory=Embodied VLM2026.0612.8
Gemini-2.5-ProCategory=General-Purpose VLM2026.0612.7