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.
python diversity gemini sampling gpt creative-writing claude synthetic-data mode-collapse large-language-models llm prompt-engineering qwen dialogue-simulation
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Updated
Oct 28, 2025 - Python