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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 si…

Owner
CHATS-lab (organization)
Stars
Stars: 817
Forks
Forks: 84
Language
Python
License
None
Created
2025
Topics
claudecreative-writingdiversitygeminigptlarge-language-modelsllmmode-collapseprompt-engineeringpython
Tier
Beta (700 to 1,999 ★) What this tier means
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