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MathBench is a comprehensive mathematics assessment dataset featuring a five‑level difficulty scheme and covering 3,709 problems ranging from basic arithmetic to university‑level topics. The dataset supports bilingual (Chinese and English) questions and uses a Circular Evaluation (CE) method to assess models more realistically.