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Current chemistry benchmarks conflate memorization with derivation and treat visual/textual inputs interchangeably; ChemArgus finally provides fine-grained diagnostic scores that pinpoint *where* a model's reasoning chain breaks.
This work introduces Counterfactual Harness Search and Evolution (CHASE), which casts harness evolution as constraint generation over validity-preserving benchmark counterfactuals and formalizes an exact shortcut-neutralized benchmark and establishes statistical guarantees linking finite counterfactual archives to $B_0$ and characterizing sequential Challenger search.