FirePlace is a novel framework that improves how Multimodal Large Language Models handle 3D object placement by addressing their limitations in geometric reasoning.

• Combines MLLMs' semantic understanding with refined geometric constraints
• Helps bridge the gap between high-level scene understanding and low-level spatial positioning
• Enables more realistic and context-appropriate 3D asset placement
• Demonstrates superior performance in creating coherent 3D scenes

This research significantly advances engineering applications in virtual environment creation, 3D modeling, and automated design systems by enabling more intuitive and accurate object placement within spatial contexts.

FirePlace: Geometric Refinements of LLM Common Sense Reasoning for 3D Object Placement