QCircuitEval is an open-source, deterministic behavior-contract benchmark for large language model (LLM)-generated quantum circuit code across Qiskit, Cirq, PennyLane, and CUDA-Q. QCircuitEval grades a program by what it does, not just by what it outputs, utilizing both a structural and a functional grader.
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