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#

sampling

Here are 660 public repositories matching this topic...

littleballoffur

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

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