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.
CHATS-lab/verbalized-sampling
View on GitHub ↗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.
verbalized-sampling grew +0.0% in the last 30 days, ranks 266th of 1,061 in Prompting & Scaffolding, last commit 295 days ago.
Star trajectory
116 days tracked+0.0% in 30d, below the Prompting & Scaffolding median of +1.4%.
Last commit 295 days ago, staler than the median of 28d.
How it compares in Prompting & Scaffolding
Ranked 266th of 1,061 by stars.
- Language
- Python
- License
- Other
- Contributors
- 5
- Forks
- 84
- Watchers
- 8
- Open issues
- 0
- Releases
- 0
- Created
- 2025-05-20
- Stars this week
- +0
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