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A multimodal generative AI framework guided by geographic entity semantics and geometric constraints enables high-precision 3D geographic scene reconstruction from diverse data combinations, including text-only inputs, outperforming traditional parametric methods. Novelty: ClaimNovelty.METHODOLOGICAL. Consensus alignment: ConsensusAlignment.NEUTRAL.

A multimodal generative AI-driven 3D geographic scene reconstruction method

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