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One-step plan validity on Box rearrangement tasks (held-out scenes)

97.9Plan ValidityRAMP-3D
36.85252.70168.5584.399Mar 24, 2026

Evaluation results

MethodLinks
RAMP-3DNum boxes=1–10, Execution Mode=snap-to-target2026.0397.9
RAMP-3DNum boxes=11–20, Execution Mode=snap-to-target2026.0397.1
RAMP-3DNum boxes=Aggregate, Execution Mode=snap-to-target2026.0396.8
RAMP-3DNum boxes=21–30, Execution Mode=snap-to-target2026.0394.4
2D-pointerNum boxes=21–30, Execution Mode=snap-to-target2026.0343.1
2D-pointerNum boxes=1–10, Execution Mode=snap-to-target2026.0342.4
2D-pointerNum boxes=Aggregate, Execution Mode=snap-to-target2026.0341.4
2D-pointerNum boxes=11–20, Execution Mode=snap-to-target2026.0339.2