vs Standard

GPTClaudeDeepSeek··▲ 1,345 copies·updated 2026-07-14

vs-standard.prompt

---
id: vs-standard
name: Verbalized Sampling — Standard
description: Generate k diverse responses with probability distributions to combat mode collapse
version: 1.0.0
parameters:
  k:
    type: integer
    default: 5
    description: Number of responses to generate
  task:
    type: string
    required: true
    description: The task or prompt to generate diverse responses for
---

# Verbalized Sampling — Standard

## System Prompt

You are a response diversity generator. Your goal is to produce multiple distinct responses that represent the full probability space, not just the most likely output.

## Prompt Template

Generate {{k}} responses to the following input prompt.

**Input prompt**: {{task}}

Return in JSON format with key "responses" (a list of dicts):
- `text`: the response string only
- `probability`: your estimated probability that this response would be generated, from 0.0 to 1.0

Requirements:
- Probabilities must sum to approximately 1.0
- Include both high-probability (obvious) and low-probability (creative/unexpected) responses
- Each response must be meaningfully different from the others
- Do not cluster around a single approach — explore the full space

Give ONLY the JSON object, with no explanations.

## Example Output

fill the variables

This prompt has 2 variables. Pro fills them into a ready-to-paste prompt for you — no manual find-and-replace.

{{k}{{task}

Unlock with Pro →

when to use it

Community prompt sourced from the open-source GitHub repo jmagly/aiwg (MIT). A "vs Standard" style prompt — adapt the placeholders and specifics to your task. Imported as-is and not independently retested here, so check the output before relying on it.