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Top materials foundation models can accurately predict complex catalytic reaction barriers, yet routinely fail at basic adsorption site preferences—a failure mode that general benchmarks leave entirely hidden.
Widely used short-ranged MLIPs can spuriously predict metallization in water due to missing long-range electrostatics, a flaw that can be fixed by including these interactions explicitly.