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Large Language Models (LLMs) can produce varied, creative, and sometimes surprising outputs even when given the same prompt. This randomness is not a bug but a core feature of how the model samples its next token from a probability distribution.k, and top-p influence the balance between consistency and creativity.

  • How logits become probabilities
  • How temperature, top-k, and top-p sampling work
  • How different sampling strategies shape the model’s next-token distribution

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