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LookStep achieves a 49.7% success rate in VLN tasks while using significantly less data and memory than traditional methods.
Current MLLMs struggle with even basic route planning in remote sensing, highlighting a critical gap in their ability to translate perception into action in complex, real-world scenarios.
