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Shanghai Jiao Tong University
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LRMs often fail at reasoning tasks not because they lack knowledge, but because of information flow bottlenecks between reasoning steps, which can be partially fixed post-hoc.
By encoding 3D point clouds in spherical coordinates, SoPE overcomes RoPE's limitations and significantly boosts spatial reasoning in 3D LVLMs.
