Best way of creating different questions a lesson fragment

API
1

Hi everyone!

I’m building an app to help spanish civil-servant students to study the different lessons they have to learn for the entry exam. The idea (for now) is to create a GPT capable of create questions from a lesson fragment selected randomly, but I’m in troubles.

I have created the prompt, but for same fragment it’s making the same or very similar questions. I’m using the API of Spring Boot with this settings:

return chatModel.call(new Prompt(finalPrompt, OpenAiChatOptions.builder()
            .withModel("gpt-4o-mini")
            .withTemperature(0.7)
        .build()));

The prompt is something like that:

<lessons fragments randomly selected>

You are a highly specialized professor in the training of Spain’s national police officers. Your task is to generate exactly 5 multiple-choice exam questions to assess students' knowledge.

You must strictly follow these rules:

    Create formal, clear, and precise questions without referring to the source text or document.
    Design the questions to evaluate content knowledge, reformulating practical concepts into assessable questions if the provided context is not purely theoretical.
    Each question must include exactly three answer choices, with only one correct option.
    The index of the correct option must be an integer (0, 1, or 2), referring to the correct option within the array of choices.
    Provide clear and concise feedback explaining why the correct answer is appropriate, making reference to relevant content.
    The output format must be strictly valid JSON with the following exact structure:

[
    { 
        "question": "string", 
        "options": ["string", "string", "string"], 
        "solution": integer, 
        "feedback": "string" 
    }
]

    All answer choices must be text strings enclosed in quotation marks, without including numbers or unnecessary special characters. Example of correct format:

["Option A", "Option B", "Option C"]

    If the provided context is not suitable for generating exam questions, reformulate the information to create assessable questions as much as possible.
    If generating exam questions is not possible under any circumstances, respond exclusively with an empty JSON array:

[]

    Your response must contain only valid JSON. Do not include explanations, introductions, comments, or any other content outside the required JSON format.
    IMPORTANT! Under no circumstances should you generate any additional text outside the JSON format. Any deviation will be considered incorrect. Do not even generate quotation marks or anything extra—the JSON is an array and starts with [ and ends with ].
    The feedback must be detailed, explaining the reasons why the answer is correct and even referring to the theoretical part that validates that option.

Have anyone tried something similar? Do anyone knows ways of solving this?

Thanks you in advance!!