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Path-level reasoning on UNOBench real No obstructions

72.5SR (%)UNOGrasp
-1.54817.67636.956.124Nov 28, 2025

Evaluation results

MethodLinks
UNOGraspPrompting=Oracle (with SoM), Protocol=Standard2025.1172.50.16
Qwen2.5-VLPrompting=Natural Language Prompting, Protocol=SFT2025.1170—
UNOGraspPrompting=Natural Language Prompting, Protocol=Standard2025.11700.23
Qwen2.5-VLPrompting=Oracle (with SoM), Protocol=SFT2025.1169.7—
Gemini Robotics-ER 1.5Prompting=Natural Language Prompting, Protocol=Standard2025.1137.70.85
Gemini Robotics-ER 1.5Prompting=Oracle (with SoM), Protocol=Standard2025.11360.85
Gemini Robotics-ER 1.5Prompting=Natural Language Prompting, Protocol=ICL2025.1135.10.83
Gemini Robotics-ER 1.5Prompting=Oracle (with SoM), Protocol=ICL2025.11350.83
Qwen2.5-VLPrompting=Natural Language Prompting, Protocol=ICL2025.11100.83
Qwen2.5-VLPrompting=Oracle (with SoM), Protocol=ICL2025.111.30.56