Decoder. plain-English AI glossary

Language model

● Core

Also called LM

A system that learns the patterns of language well enough to predict and produce text.

Think of it like

Like someone with such a feel for a language that they can finish almost any sentence you start.

Example

Give it “The capital of France is” and a language model completes “Paris” because that continuation is overwhelmingly likely.

How it actually works

At heart a language model assigns probabilities to sequences of tokens, which lets it both score and generate text. Modern ones are large neural networks trained on huge corpora; “LLM” is just a language model scaled up. The framing matters: it predicts likely text, and likely is not the same as true.

For product teams

The base primitive under every chat product; understanding it as a predictor explains most of its quirks.

For engineers

A model of P(token sequence) trained to predict tokens; scaled up, it becomes an LLM.

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