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prompt-quality

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ibrahimcesar / prompt-entropy-experiment

Quantifying prompt quality using information theory: entropy and mutual information analysis of 1,800 LLM generations

information-theory statistical-analysis mutual-information claude shannon-entropy ai-research empirical-study gpt4 prompt-engineering genai llm-analysis entropy-measurement prompt-quality

Updated Nov 20, 2025
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kadirovjr / prompt-entropy-experiment

📊 Explore how Shannon entropy and mutual information can quantify prompt quality in generative AI systems across various temperature settings.

information-theory statistical-analysis mutual-information claude shannon-entropy ai-research empirical-study gpt4 prompt-engineering genai llm-analysis entropy-measurement prompt-quality

Updated Dec 22, 2025
Jupyter Notebook

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