How Iterative Prompting Can Elevate Lightweight LLMs to the Heavyweight Class

This post presents a controlled experiment using Mistral 3.1 Small to summarize Thomas Paine’s The Crisis (Part I). By adjusting only the prompt structure across iterations, the results show how even a lightweight, local model can produce output comparable in quality to a larger, hosted model using the same input and generation settings.