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Verbalized Sampling Prompt for Diverse Outputs

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Ryan Hart
Contributed byRyan HartXSource

Nov 6, 2025

Verbalized Sampling Prompt for Diverse Outputs A prompt technique from a Stanford paper that asks the model to generate multiple responses with probabilities to unlock trapped diversity and avoid mode collapse. Works on any aligned model without retraining.

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Generate 5 jokes with their probabilities.

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References

Categories:creative| twitter| verbalized-sampling| diversity

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