Large pretrained models have excellent raw capabilities—but can we elicit these fully with only weak supervision? GPT-4 supervised by ~GPT-2 recovers performance close to GPT-3.5 supervised by humans—generalizing to solve even hard problems where the weak supervisor failed!

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