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Please refer to this tutorial from the PAPILLON authors using DSPy.
This tutorial demonstrates a few aspects of using DSPy in a more advanced context:
- It builds a multi-stage
dspy.Modulethat involves a small local LM using an external tool. - It builds a multi-stage judge in DSPy, and uses it as a metric for evaluation.
- It uses this judge for optimizing the
dspy.Module, using a large model as a teacher for a small local LM.
Link last verified
June 7, 2026.
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Source: DSPy Docs
Link last verified: 2026-02-26