What AI says about REALM‑Bench

REALM is a benchmark for evaluating neural surrogates on realistic spatiotemporal multiphysics flows, featuring 11 high-fidelity datasets across reactive flow scenarios. It systematically tests over 12 neural surrogate families, revealing that performance degrades with increasing dimensionality and that inductive biases dominate over parameter count.