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Reasoning model

Language models

A reasoning model is a language model trained, notably through reinforcement learning, to work through intermediate thinking before answering: it breaks the problem down, explores options and checks its result. More reliable in maths, code and analysis, it is also slower and more expensive. OpenAI o1 (2024) and DeepSeek-R1 (2025) led the way.

In practice at Gensai

Gensai reserves reasoning models for tasks that justify them, such as analysing complex files, and leaves simple answers to faster models.

Definition written with AI assistance, checked by Sébastien Lecocq, co-founder of Gensai.

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