Do 3D Large Language Models Really Use 3D Evidence?

arXiv:2610.24447v1 Announce Type: cross Abstract: Recent 3D Large Language Models (3D-LLMs) have shown strong performance on scene question answering with extensive post-training. Yet, existing benchmarks rarely evaluate how 3D-LLMs respond to referential ambi