verbalized-sampling
bygnurio· 47 skills
Generate diverse outputs by prompting for a probability distribution instead of a single response. Implements Verbalized Sampling (VS) from Zhang et al. 2025 — a training-free technique that counteracts LLM mode collapse caused by typicality bias in alignment data.
How to install verbalized-sampling?
gnurio/nurijanian-skills/verbalized-sampling
$npx -y skills add gnurio/nurijanian-skills --skill verbalized-samplingInstalls into the current project.
›Prefer a prompt? Paste this to your agent
Run `npx skills use "https://github.com/gnurio/nurijanian-skills" --skill "gnurio/nurijanian-skills/verbalized-sampling"` and follow the generated skill instructions now. Read its complete output, redirecting it to a temporary file first if necessary. Resolve relative paths from the supporting-files directory it provides.
Use the skills in "https://github.com/gnurio/nurijanian-skills" that are relevant to the current task. Run `npx skills add "https://github.com/gnurio/nurijanian-skills"` and select the relevant skills, then follow their instructions.
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