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Models · Embodied reasoning

Can it understand the scene and plan the task?

The robot's eyes and planner: vision-language models that look at a scene, work out where things are and what can be done, and plan the steps.

FlagEval EmbodiedVerse-Open
Average score across 13 benchmarks
#1 · FlagEval EmbodiedVerse-OpenGPT-564
1GPT-564
2Qwen3-VL-Plus64
3Qwen3-VL-235B Instruct63
4Qwen3-VL-235B Thinking63
5Doubao-Seed-1.6-vision62
6Gemini 2.5 Pro60
7Qwen-VL-Max60
8Qwen3-VL-30B Thinking58
Source: flagevalrobo.baai.ac.cn · snapshot 2025-11 · Run by BAAI · Results as published by each leaderboard; we have not rerun them
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