Jargonautica
Maths and Statistics

Probability Distribution

A description of how likely each possible outcome is. Rolling a fair die gives an even distribution over six outcomes; a language model produces a distribution over tens of thousands of possible next words. Understanding that a model outputs a distribution rather than an answer explains most of its behaviour, including why the same prompt can give different results.

Technical view

A function assigning probability mass or density over a sample space, integrating to one. Discrete distributions over vocabulary are what language models produce at each step; the sampling strategy then selects from it. Key properties are the mode, the mean, and the tail, and much of what makes generation feel creative or unreliable comes from how far into the tail sampling is allowed to reach.


Part of AI Terminology Index, section: Maths and Statistics.

How it connects

Probability Distribution links to 7 other terms. The faint lines are links between those terms. See it in the full graph.

Temperature and SamplingTemperature and Sam…Logits and SoftmaxLogits and SoftmaxEntropy and InformationEntropy and Informa…Maximum Likelihood EstimationMaximum Likelihood …Monte Carlo MethodsMonte Carlo MethodsNormal DistributionNormal DistributionExpected ValueExpected ValueProbability Distribution