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A very little additional unusually, it presents a "best of" (BO) selection which is the Meena ranking trick (other names incorporate "generator rejection sampling" or "random-sampling shooting method": make n possible completions independently, and then decide on the a single with greatest total chance, which avoids the degeneration that an specific tree/beam lookup would sadly cause, as documented most not long ago by the nucleus sampling paper & noted by numerous other folks about likelihood-skilled textual content styles in the past eg. A good way to get started is to generate samples with the log probs/logits turned on, and spending focus to how sampling hyperparameters affect output, to attain instinct for how GPT-3 thinks & what samples appears to be like like when sampling goes haywire. At finest, you could pretty generically trace at a topic to try to at minimum get it to use search phrases then you would have to filter through fairly a few samples to get one that definitely wowed you. But soon after ample time playing with GPT-3, I have begun to wonder: at this degree of meta-finding out & common know-how, do we need finetuning at all? Finetuning was important to ‘program’ GPT-2

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