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What Do Top-p, Top-k, Temperature, and Other LLM Settings Mean?
November 26, 2025 · Billy Ewing · 5 min read
When working with large language models (LLMs), you often encounter terms like 'top-p,' 'top-k,' 'temperature,' and others like 'stream,' 'presence_penalty,' and 'frequency_penalty.' These settings are crucial for controlling how the AI generates text, influencing everything from creativity to precision. Knowing what they mean and how to adjust them can help you get the kind of responses you want.
