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UNIPROMPT: Optimizing Task Prompts by Zihan Zhou is a document available to read on EtoBox.
What is UNIPROMPT: Optimizing Task Prompts about?
This document presents U NI P ROMPT, an algorithm for optimizing prompts for large language models (LLMs) by incorporating multiple facets of a task, such as counter-examples and explanations. The algorithm utilizes a structured approach to prompt generation, leveraging feedback from clustered mini-batches to improve accuracy, outperforming both human-tuned prompts and existing state-of-the-art methods. Empirical evaluations demonstrate significant accuracy gains across various tasks, including hate speech
- Author
- Zihan Zhou
- Language
- EN