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.
ORIGINAL REPOSITORY
CHATS-lab/verbalized-sampling ↗GitHub activity
- Stars
- 817
- Forks
- 84
- Open issues and PRs
- 0
- Repository size
- ~86,541 KB
- Default branch
- main
- Created
- May 20, 2025
- Repository updated
- Nov 2, 2026
- Last push
- Jan 3, 2026
- Language
- Python
- License
- Other
Topics claude · creative-writing · dialogue-simulation · diversity · gemini · gpt · large-language-models · llm · mode-collapse · prompt-engineering · python · qwen
Repository-wide figures from GitHub, checked Nov 3, 2026. Stars are endorsements, not a Mega AI Hub quality rating. Repository size is GitHub’s estimate; a ZIP download may differ.
Resource information
- Original repository
- CHATS-lab/verbalized-sampling
- Credit basis
- GitHub repository owner or organization; individual authorship is not asserted
- Publisher
- CHATS-lab
- Upstream last modified
- Nov 2, 2026
- Official website
- https://github.com/CHATS-lab/verbalized-sampling
- Languages
- Python
- Access
- Open original GitHub repository; publisher terms apply
- Last checked
- Nov 3, 2026
- License
- Other
- Last record update
- Nov 3, 2026