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Sampling and Temperature Explained: Controlling LLM Creativity
Last Updated: December 10, 2025
Ashish Pratap Singh
6 min read
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Sampling and Temperature Explained: Controlling LL...
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The Starting Point: Probability Distributions
From Logits to Probabilities
What Temperature Does
Visual: Temperature's Effect
How Sampling Works
Top-K Sampling
Top-P (Nucleus) Sampling
Combining Temperature and Top-P
Practical Guidelines
The Math: Why Temperature Works
Debugging with Temperature
Advanced: Min-P Sampling
API Parameters Reference
Key Takeaways
References
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