Concept

Beam Search

Decoding that keeps the top-N highest-probability partial sequences at each step.

Definition

Beam search expands several candidate continuations in parallel, pruning all but the N best at every step. It produces higher-likelihood outputs than greedy decoding but is rarely used for open-ended chat because it tends to generate bland, repetitive text.

Common use cases

  • Translation
  • Summarisation
  • Constrained decoding

Related terms

    Beam Search — AI Glossary | Railwail