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Instruction Following on LangGap

56.7Goal Success Rateπ0.5 SAM (Ours)
-2.26813.04128.3543.659Jun 22, 2026

Evaluation results

MethodLinks
π0.5 SAM (Ours)Category=Representation Regularization2026.0656.719.748.741.7
π0.5 cfgCategory=Factorized Guidance2026.0643.88.535.829.4
π0.5Category=Vanilla VLAs2026.06305.937.724.5
π0.5 LangGapCategory=Data Augmentation2026.0627.210.23724.8
π0.5 LORACategory=Representation Regularization2026.060.20.20.30.2
OpenVLA-OFTCategory=Vanilla VLAs2026.060000