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Jia-Ying Lin

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Preprint Oct 2026

Grounding Generative Verification in 3D Content

Recent advances in multimodal large language models (MLLMs) and 3D generation have expanded 3D understanding and synthesis. However, beyond visual fidelity, task-specific correctness grounded in 3D evidence remains a major challenge. We argue that building reliable 3D systems requires not only stronger generation and r...

Shuang-Lin Li, Jia-Ying Lin, Shu-Quan Ye · 0 citations

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