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Krista Opsahl-Ong Profile picture
Krista Opsahl-Ong
@kristahopsalong
CS PhD candidate @Stanford @StanfordAILab || Prev @Google @Microsoft
Mar 8, 2024 • 9 tweets • 3 min read
Got a pipeline with **multiple prompts**, like a DSPy program? What's the right way to jointly optimize these prompts?

Introducing MIPRO, a Multi-prompt Instruction Proposal Optimizer.

We integrated MIPRO into DSPy. It can deliver +11% gains over existing DSPy optimizers!

🧵👇 MIPRO takes your Language Program (in DSPy), some training inputs (possibly without labels), and a metric to maximize (for accuracy, you’ll just need labels for final output).

Then it'll propose & validate instructions + examples for all prompts in your system! Image