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CombEval is a dynamic benchmark for evaluating combinatorial counting in large language models, using typed specifications to generate problems with solver-verified answers. It tests 11 LLMs under direct and code-augmented settings and finds brittleness on ordered objects, indistinguishable elements, relative constraints, and nested dependencies.