Large Language Models Are Human-Level Prompt Engineers

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Large Language Models Are Human-Level Prompt Engineers

Paper: https://arxiv.org/abs/2211.01910

Slides: https://docs.google.com/presentation/d/1Z9V17DnpKXxjH_CHV-aGKah6sYTpBMKZGbSp8eZGz6U/edit?usp=sharing

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Which steps cannot be skipped in Automatic Prompt Engineer (APE) method? *

Initial proposal

Iterative proposal

Scoring

Monte Carlo Search

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Which main approaches do authors use to generate initial instructions?
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In APE, what are execution accuracy and log probability used for? Which one performs better? *

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