#Promptbreeder uses direct and indirect ways to prompt LLMs to create and refine diverse task-prompts using thinking styles and mutation-prompts.

We use the #LLM to generate new mutation-prompts to improve the way Promptbreeder improves. Self-referential and self-improving!

Here #Promptbreeder is evolving task-prompts to solve a task where it has to state whether a given word has the same meaning in two different sentences.

Prompts accumulate subtle but effective mutations over time leading to the highest performing prompts.
#PromptEngineering #LLM

The LLM proposes task-prompts, refines them and most excitingly proposes new ways of refining them in a evolutionary loop, achieving state-of-the-art prompt strategies on commonly used arithmetic and common sense reasoning benchmarks.
#PromptEngineering #LLM #AI #Promptbreeder

🌱Introducing Promptbreeder: LLMs look within to evolve their own prompts through self-referential self-improvement!Thanks to my great @GoogleDeepMind colleagues @chrisantha_f, @_rockt, @hmichalewski, @sindero

#PromptEngineering #LLM #AI #Promptbreeder

arxiv.org/abs/2309.16797