Encyclopedia · 311 concepts
Learn this concept as a feed

Architectures · intermediate · concept 90 of 311 · Updated Nov 4, 2026

Encoder-Decoder Models

An encoder-decoder model reads an input into an internal representation, then generates an output from it, one step at a time. The pattern fits any task that turns one sequence into another, such as translation or summarization. The original transformer used this design; GPT-style models keep only the decoder, which is a useful fact when reading any model's architecture.

L6 · Deep learning engineerDevelopersTech leadersQA and testing

Top AI contributors on this

Key terms

Sequence to sequenceEncoderDecoderCross-attentionLatent representation

Where you meet it in the real world

Machine translation, summarization, speech recognition, image captioning