
Deterministic models often fail in metamaterial design because multiple different geometries can produce the exact same physical property profiles. This fundamental challenge, known as the one-to-many mapping problem, has long complicated the efforts of materials scientists who seek to engineer structures with specific mechanical, thermal, or electromagnetic characteristics. The introduction of MetaGen-LLM offers a transformative solution by enabling an inverse-design










