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Achieve up to 11x navigation performance gains in functional buildings by explicitly encoding and exploiting a priori spatial knowledge.
Achieve a 70% boost in aerial navigation success by prompting VLMs to reason directly on image planes, sidestepping reliance on intermediate scene graphs.
