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Our dataset comprises a total of 1,154 problems, including 215 multiple-choice chemistry questions, 207 physics questions, 532 easy mathematics problems, 89 medium-difficulty mathematics problems, and 111 hard mathematics problems. Within the easy mathematics category, 373 are image-based questions, while the remaining 159 are text-based. The chemistry questions are derived from the AI4Chem/C-MHChem-Benchmark-Chinese-Middle-high-school-Chemistry-Test dataset. Originally written in Chinese, these questions have been translated into English and are sequentially numbered for consistency. The physics questions are sourced from the mrohith29/high-school-physics dataset and are also labeled sequentially. The easy mathematics problems are selected from the Illustrative Mathematics website and are named following the format grade-unit-section-problem number to preserve their structural context. Both the medium and hard mathematics problems are extracted from the HuggingFaceH4/MATH-500 dataset, which is known for its focus on challenging math reasoning tasks.

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