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    Evaluating AI-generated responses from different chatbots to soil science-related questions by Javad Khanifar

    Published 2025-06-01
    “…This study aimed to evaluate the performance of the most recent LLMs—Claude 3.5 Sonnet, GPT-4o, GPT-4o mini, Gemini 1.5 Pro, and Gemini 1.5 Flash—in yielding correct answers to questions related to soil science, a fundamental discipline in agricultural, natural resources, and environmental sciences. For this purpose, 105 specialized multiple-choice questions covering all domains of soil science were selected from the Iranian national PhD entrance exam in soil science. …”
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