Verbalized Sampling
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Verbalized Sampling
How to Mitigate Mode Collapse and Unlock LLM Diversity https://arxiv.org/abs/2510.01171 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.
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