Skip to content
#

sampling

Here are 660 public repositories matching this topic...

Verbalized Sampling, a training-free prompting strategy to mitigate mode collapse in LLMs by requesting responses with probabilities. Achieves 2-3x diversity improvement while maintaining quality. Model-agnostic framework with CLI/API for creative writing, synthetic data generation, and dialogue simulation.

  • Updated Oct 22, 2025
  • Python

Improve this page

Add a description, image, and links to the sampling topic page so that developers can more easily learn about it.

Curate this topic

Add this topic to your repo

To associate your repository with the sampling topic, visit your repo's landing page and select "manage topics."

Learn more