What is verbalized-sampling?

verbalized-sampling is a AI tool that 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. Mod. It has a Nerq Trust Score of 70/100 (C). 699 GitHub stars. Published by Unknown. Last analyzed April 2026.

Why This Score

• ⚠️ Security: 0/100 — Some security concerns
• ⚠️ Maintenance: 0/100 — Maintenance activity is low
• ⚠️ Community: 699 stars, 0 downloads — Growing community
• ⚠️ Transparency: License: Not specified — No license specified

Trust & Safety Overview

What verbalized-sampling Does

verbalized-sampling is a tool in the AI tool category. 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 sim. It is published by an independent developer and has no specified license. With 699 GitHub stars and 0 downloads, it has a growing community of users and contributors.

Who Should Use verbalized-sampling

verbalized-sampling is suitable for evaluation and non-critical use. Review the trust score breakdown before using in production.

Details

How to Get Started

Check the trust score before installing:

curl nerq.ai/v1/preflight?target=chats-lab-verbalized-sampling

Setup guide · Full safety report · Production review · Is it safe?

Safer Alternatives

Frequently Asked Questions

Last updated April 2026. Trust scores based on automated analysis of public data.