{
  "id": "verbalized-sampling",
  "type": "addon",
  "name": "Verbalized Sampling",
  "version": "1.0.0",
  "description": "Training-free prompting technique that improves output diversity by 1.6-2.1x through verbalized probability distributions, addressing RLHF mode collapse",
  "core": false,
  "autoInstall": false,
  "author": "AIWG Contributors",
  "license": "MIT",
  "repository": "https://github.com/jmagly/aiwg",
  "keywords": [
    "diversity",
    "verbalized-sampling",
    "mode-collapse",
    "creative",
    "ideation",
    "brainstorming",
    "synthetic-data",
    "prompting"
  ],
  "researchFoundation": {
    "arXiv:2510.01171v3": "Verbalized Sampling: How to Mitigate Mode Collapse and Unlock LLM Diversity (2025)"
  },
  "entry": {
    "agents": "agents/",
    "prompts": "prompts/",
    "skills": "skills/",
    "rules": "rules/"
  },
  "agents": [
    "content-diversifier"
  ],
  "prompts": [
    "vs-standard",
    "vs-cot",
    "vs-multi"
  ],
  "skills": [
    "diversity-tuning"
  ],
  "rules": [
    "diversity-awareness"
  ],
  "dependencies": {
    "required": [],
    "optional": ["voice-framework"]
  },
  "configuration": {
    "defaults": {
      "k": 5,
      "diversityThreshold": 0.1,
      "outputFormat": "json",
      "autoApply": false
    }
  }
}