The Operational Indistinguishability of Pattern Matching and Causal Understanding

Current evaluation frameworks fail to provide an operational distinction between high-fidelity pattern matching and causal understanding. As models pass increasingly complex benchmarks, researchers lack a verifiable method to differentiate statistical structure matching from true reasoning.