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Prioritizing semantic anchors over easy tokens can drastically reduce error accumulation in multimodal language models.
By encoding 3D point clouds in spherical coordinates, SoPE overcomes RoPE's limitations and significantly boosts spatial reasoning in 3D LVLMs.
