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2026 1

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PointLLM-R: Enhancing 3D Point Cloud Reasoning via Chain-of-Thought

cs.CV · 2026-05-21 · unverdicted · novelty 5.0

PointLLM-R is a 3D multimodal model fine-tuned on the new 55K-sample PoCoTI CoT dataset built via VLM-based refinement and Human-in-the-Loop Prompt Optimization, achieving SOTA on generative 3D classification and captioning.

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  • PointLLM-R: Enhancing 3D Point Cloud Reasoning via Chain-of-Thought cs.CV · 2026-05-21 · unverdicted · none · ref 12

    PointLLM-R is a 3D multimodal model fine-tuned on the new 55K-sample PoCoTI CoT dataset built via VLM-based refinement and Human-in-the-Loop Prompt Optimization, achieving SOTA on generative 3D classification and captioning.