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We have skilled a mannequin to attain a brand new state-of-the-art in mathematical downside fixing by rewarding every appropriate step of reasoning (“course of supervision”) as an alternative of merely rewarding the right last reply (“end result supervision”). Along with boosting efficiency relative to end result supervision, course of supervision additionally has an essential alignment profit: it straight trains the mannequin to provide a chain-of-thought that’s endorsed by people.
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