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Robot Manipulation on LIBERO Object, Spatial, and Goal Suites

96.5Object Success RateVLA-AD (with-Qwen)
89.7491.49593.2595.005May 15, 2026

Evaluation results

MethodLinks
VLA-AD (with-Qwen)Teacher architecture=π0.5-4B, VLM supervision=Qwen, Number of trials=200 trials/cell, Action chunking (K)=52026.0596.5939494.5
VLA-AD (no-Qwen)Teacher architecture=π0.5-4B, VLM supervision=none, Number of trials=200 trials/cell, Action chunking (K)=52026.0594.5949092.8
π0.5 (teacher)Role=Teacher, Teacher architecture=π0.5-4B, Number of trials=200 trials/cell2026.05908794.590.5