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LLM Architecture·Artificial Intelligence
autoregressive generation

autoregressive generation

/ˌɔːtoʊrɪˈɡresɪv ˌdʒenəˈreɪʃən/

🧠 LLM Architecture

producing output one token at a time, where each token depends on all previous tokens

autoregressive generation in a sentence

“Autoregressive generation means the model can't revise earlier words once they're written.”

Origin of autoregressive generation

Greek auto- self + Latin regressus return + generare to produce

Related Words

context window

the finite amount of text a model can process at once, including input and output

embedding

a dense vector representation of text in high-dimensional space where similar concepts are geometrically close

latent space

the high-dimensional space where neural networks represent concepts as directions and positions

feed-forward layer

neural network layers that process each position independently after attention

layer normalization

a technique to stabilize training by normalizing activations across features

token

a sub-word unit that language models process, rather than whole words or characters

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