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Static infrastructure dominates occupancy perception, occupying 97.3% of voxels, while dynamic elements barely register, challenging existing benchmarks and methods.
MLLMs that ace simple traffic rules still struggle when multiple rules interact, especially when they conflict, revealing a critical gap in their ability to handle real-world driving complexity.
