Same Goal, Different Words: Spatial Instruction Sensitivity in World-Action Models

Ali-Adeeb Abbas, Esmaeil Seraj, Behrad Toghi +2

World-action models should preserve the intended manipulation across equivalent descriptions of a spatial goal. We evaluate this consistency in 864 rollouts from three models acros…