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arXiv Language Models

Not All AI Stages Need the Same Brain Size

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Think of self-refinement like writing: you don't need the same effort to brainstorm ideas, critique them, and polish the draft — smarter critique doesn't always need a bigger pen.

This means companies building AI systems could save money and energy by matching model size to what each stage actually demands, rather than using industrial-scale models for every single step.


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