A ChemRxiv preprint reviewing 58 new materials-science foundation models found that 52 used a single data modality, while only six combined multiple modalities, and none combined multimodality with explicit physical grounding. The authors propose a framework that combines harmonized materials data, physics-aware multi-modal architectures, efficient specialization, and rigorous validation, although such a unified model has yet to be demonstrated.
