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Semantic Generalization on RL4VLA MultiPlate (test)

64.6Success RateVLA Grounder
7.71222.48137.2552.019Jul 5, 2026

Evaluation results

MethodLinks
VLA GrounderVLA Backbone=OpenVLA, Command Policy=Qwen3.5-9B, Learning Method=GRPO2026.0764.6
VLA GrounderVLA Backbone=OpenVLA, Command Policy=Qwen3.5-9B, Learning Method=w/o GRPO2026.0756.3
OpenVLAVLA Backbone=OpenVLA, Command Policy=Original instruction (orig)2026.0754.7
VLA GrounderVLA Backbone=π0, Command Policy=Qwen3.5-9B, Learning Method=GRPO2026.0717.2
VLA GrounderVLA Backbone=π0, Command Policy=Qwen3.5-9B, Learning Method=w/o GRPO2026.0710.4
π0VLA Backbone=π0, Command Policy=Original instruction (orig)2026.079.9