---
type: Glossary Term
title: Verbalized Sampling
description: A training-free prompting strategy to overcome Mode Collapse. The model is asked to verbalize an explicit probability distribution over multiple possible answer
resource: "https://www.contextstudios.ai/glossary/verbalized-sampling"
category: engineering
language: en
timestamp: "2026-02-05T22:08:42.529Z"
---

# Verbalized Sampling

A training-free prompting strategy to overcome Mode Collapse. The model is asked to verbalize an explicit probability distribution over multiple possible answers and then sample from it. Increases output diversity by 1.6-2.1× without quality loss.

## Business Value

Restores creative diversity in aligned models without retraining. Essential for content generation, brainstorming, and synthetic data applications where variety matters.

## Context Studios Perspective

Verbalized Sampling is our go-to technique for creative applications. We implement VS-CoT for reasoning tasks and VS-Multi for dialogue systems – unlocking the full creative potential of aligned models.