prompt optimization

PromptBreeder

Google Deepmind's PromptBreeder for automated prompt engineering implemented in langchain expression language.

screen shot for https://github.com/vaughanlove/PromptBreeder
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InstructZero

The first framework to optimize bad prompts of ChatGPT(API LLMs) and finally obtain good prompts!

screen shot for https://github.com/Lichang-Chen/InstructZero
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PromptWizard

Task-Aware Agent-driven Prompt Optimization Framework

screen shot for https://github.com/microsoft/PromptWizard
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DSPy

DSPy is the framework for programming—rather than prompting—language models.

screen shot for https://dspy.ai
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