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What is Speculative decoding?

Also called: Draft-and-verify decoding

In speculative decoding a small, fast model guesses several words ahead and the large model checks them in one step. That makes answers faster.

Example

The small model suggests “thank you for your”, and the large model confirms it at once instead of word by word.

For pros

Because the large model checks the drafts in parallel and keeps only correct ones, the output stays equivalent. The gain depends on how often the small model is right. Many providers use this internally without showing it.

Sources: arXiv 2211.17192, Wikipedia · Checked on 19 October 2026

Written by AI Compare Ninja with AI assistance and edited by us. Every explanation is our own text.