---
type: Glossary Term
title: Verbalized Sampling
description: A technique to combat mode collapse by explicitly instructing the AI model through natural language prompts to generate diverse outputs rather than relying on t
resource: "https://www.contextstudios.ai/glossary/verbalized-sampling-technique"
category: tech
language: en
timestamp: "2026-07-01T15:04:54.558Z"
---

# Verbalized Sampling

A technique to combat mode collapse by explicitly instructing the AI model through natural language prompts to generate diverse outputs rather than relying on temperature or sampling parameters.

## 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.