Beyond Pattern Matching in 3D MLLMs: Part-Level Functional Reasoning for Generalizable Recognition.

arXiv:2610.32262v1 Announce Type: cross Abstract: 3D MLLMs recognize objects via pattern matching, which fails when geometrically similar objects require functional reasoning to disambiguate (e.g., dresser vs. wardrobe). Our per-sample Geometric Confusion Scor