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    <content type="html">&lt;p&gt;
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&lt;/p&gt;
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    <id>https://github.com/CHATS-lab/verbalized-sampling</id>
    <title>CHATS-lab/verbalized-sampling: Verbalized Sampling, a training-free prompting strategy to mitigate mode collapse in LLMs by requesting responses with probabilities.</title>
    <updated>2025-11-27T11:58:02Z</updated>
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