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ProtStructQA introduces an executable benchmark for protein structural question answering that compiles natural language queries into a typed DSL program to evaluate LLMs on precise 3D measurements, revealing a capability-dependent denotation threshold where chain-of-thought becomes strongly beneficial above a certain model scale.