Glossary · Term

autoregressive

← all terms

Definition

Plain language

Generating one word at a time, with each word depending on what came before.

As stated in the literature

A generation regime where the model predicts each token conditional on the sequence of previously generated tokens.

Also called: autoregressively

Why it matters: It's the generation pattern behind every mainstream LLM and shapes both their strengths — coherent text — and their weaknesses, like compounding errors.

For example, an autoregressive model writes a sentence one word at a time, with each new word chosen given everything it's written so far.

Heard on the show

“Camp one, autoregressive drafters: the junior writes one word at a time, each seeing the ones before it.”
Episode 179 — How DeepSeek Made One User Faster Without Slowing Down the Crowd

Mentioned in 5 episodes

  1. 179
    How DeepSeek Made One User Faster Without Slowing Down the Crowd
  2. 127
    What Diffusion Language Models Were Missing: A Map, Not an Algorithm
  3. 074
    How a Fifteen-Hundred-Dollar Training Run Matched Llama and Gemma on Reasoning
  4. 032
    A Sticky-Note for Every Layer: Letting Transformers Remember What They Were Just Thinking
  5. 027
    When AI Agents Build the Serving Stack: A Bet on Bespoke Infrastructure

Related concepts

Related terms