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Verbalized-Sample-Skill.md Modal Probability-Ranked Answer Distribution
by spinchange·May 2, 2026·1 point·0 comments
AI Analysis
●MidNiche Gem
Prompt engineering trick to force Claude to show its tail risks.
Strengths
- •Explicitly targets RLHF mode collapse by forcing distribution sampling.
- •Structured output format includes a 'Mixture of Eccentrics' synthesis.
Weaknesses
- •Relies entirely on the model obeying the prompt, no technical enforcement.
- •Gist format offers no persistence or versioning beyond GitHub revisions.
Category
Target Audience
LLM prompt engineers, researchers needing diverse model outputs
Similar To
Custom GPTs · LangChain Prompts
Post Description
A Claude skill that produces 10 ranked answers to any prompt instead of one, each with a probability estimate. Includes a "Mixture of Eccentrics" synthesis. (Gist)
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