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New benchmark reveals LLMs struggle with graduate-level math and computational reasoning

Researchers have released CompMath-MCQ, a new benchmark dataset containing 1,500 originally authored graduate-level mathematics questions designed to test LLM performance on advanced topics. The dataset covers linear algebra, numerical optimization, vector calculus, probability, and Python-based scientific computing—areas largely absent from existing math benchmarks. Baseline testing with state-of-the-art LLMs indicates that advanced computational mathematical reasoning remains a significant challenge.

2 min readvia arxiv.org