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LL3M: Large Language 3D Modelers

Given user text instructions, the agents are capable of creating expressive shapes from scratch, and realizing complex, precise geometric manipulations in code. Whereas previous uses of code-writing LLMs for 3D creation have focused on specific subtasks or constrained procedural programs and primitives, our method is able to create unconstrained assets with geometry, layout, and appearance. The results showcase detailed parts (e.g. the windmill architectural features) in intricate arrangements (e.g. the piano keys, the drum kit), and even a rich appearance (the skateboard) and material properties (the glossy lamp base).

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