Using 3 Large Language Models for Physics Problem Quality Inspection: Gemini 3.1 Pro’s Actual Measured Accuracy Exceeds 95%

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Author's Note: A detailed guide on how to build a physics problem quality inspection pipeline using three Large Language Models—Gemini 3.1 Pro, Claude Sonnet 4.6, and GPT-5.4—including complete prompt templates and code examples. Using Large Language Models for physics problem quality inspection is an increasingly important direction for educational institutions and online learning platforms. Traditional … Read more