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Reasoning model

Also: reasoning models, thinking model

In plain words

A model trained to spend extra work on some answers. It may help with hard tasks. It can still be wrong, and speed and cost vary.

The fuller definition

A reasoning model is designed or trained to devote computation to solving multi-step tasks before or while producing an answer. Vendors implement and expose this differently.

Choosing the next token after “We expect to”
deliver0.46
complete0.24
ship0.15
finalize0.09
other0.06

Invented probabilities. Always picking the top candidate gives the same wording every run; sampling sometimes picks a lower one. Neither setting checks whether the sentence is true.

A concrete example

A model works through a constraint-heavy scheduling problem before returning a proposed schedule.

The distinction that matters

A longer reasoning process is not proof of correctness. Inspect the result, assumptions, and supporting work.

Related terms

Where it is taught

What actually happens when you ask AI a question?

Source and further reading

Google · Machine Learning Glossary

The definition and example are written for this library. The link gives background, official documentation or legal authority as labelled. Legal scope depends on the jurisdiction and current text; product features depend on release and settings.

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