Research questionHow can 3D UV unwrapping produce semantically coherent seams while keeping parameterization distortion low?Geometric UV-unwrapping methods can reduce parameterization distortion without producing visually meaningful seam layouts. Generative methods may improve semantic coherence but can misread local mesh topology, leading to inaccurate cuts.