An AI model needs clear instructions to create specific content. Explicitly showing the required output format helps the AI model. Guiding the AI model with specific rules for the content it creates improves accuracy.
By Pawan Nayar · from the LLOS AI Learning record
An AI model needs clear instructions to create specific content.
Explicitly showing the required output format helps the AI model. Guiding the AI model with specific rules for the content it creates improves accuracy.
A developer can improve an AI model's output by changing the instructions. Instead of general commands, the developer should provide the full structure of all possible output types. This shows the AI model exactly what to create. The developer must also tell the AI model about the specific topic. For example, if the AI model is testing phonetics, the developer tells it to create a 'syllable_stress' object. This makes the AI model focus on the correct content. All AI model output should pass through a filter. This filter checks the output for errors. It removes any incorrect or 'hallucinatory' information before saving it.
A developer wants an AI model to create multiple-choice questions or fill-in-the-blank questions. The developer changes the prompt. The developer adds the complete JSON structure for both question types. The developer also tells the AI model, 'You are creating math problems. You MUST output a 'geometry_equation' object.' This helps the AI model produce correct and structured math questions.
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An AI model should first decide on the correct answer. After that, the model should write the rules that lead to this answer.
After any content generation or build, the AI model must check the output. This check goes beyond just seeing if the script finished.
An AI model needs clear and complete instructions. The user must state the desired outcome precisely.
An AI model checks user text for certain words. It uses a special list for this check.
An AI model needs clear instructions to create specific content. Explicitly showing the required output format helps the AI model. Guiding the AI model with specific rules for the content it creates improves accuracy.