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MathNet is a large-scale multilingual multimodal benchmark of 30,676 Olympiad-level math problems spanning 47 countries and 17 languages, designed to evaluate mathematical reasoning and retrieval in generative and embedding-based models. Even state-of-the-art models like Gemini and GPT-5 struggle with the benchmark, highlighting significant room for improvement in mathematical AI.