CHATS-lab/verbalized-sampling

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.

GitHub repository with 823 stars and 84 forks.

Language: Python

Topics: claude, creative-writing, diversity, gemini, gpt, large-language-models, llm, mode-collapse, prompt-engineering, python

Open provider repository

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2026-11-15: 823 stars and 84 forks.

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