How LLMs Choose Their Words: A Practical Walk-Through of Logits, Softmax and Sampling This article is divided into four parts; they are: • How Logits Become Probabilities • Temperature • Top- k Sampling • Top- p Sampling When you ask an LLM a question, it outputs a vector of logits. Read More Artificial Intelligence 14 Dec 2025