dspy-multi-chain-comparison

Installation
SKILL.md

Get Better Answers by Comparing Multiple Reasoning Chains

Guide the user through using dspy.MultiChainComparison to improve answer quality. Instead of relying on a single chain of thought, this module generates several independent reasoning chains and then selects the best final answer by comparing them.

What is MultiChainComparison

dspy.MultiChainComparison is a DSPy module that:

  1. Generates multiple chains of thought -- each one reasons through the problem independently
  2. Compares the candidates -- a final comparison step evaluates all chains and picks the best answer
  3. Returns a single answer -- the output looks the same as any other DSPy module

Think of it as getting multiple opinions from different experts, then having a judge pick the most convincing one. The diversity of reasoning paths surfaces better answers than any single chain alone.

When to use MultiChainComparison

Use it when:

  • Quality matters more than speed -- you can afford extra LM calls for a better answer
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Installs
4
GitHub Stars
5
First Seen
Mar 17, 2026