{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/claims/4855607-038",
 "identifier": "kaal:claim:4855607-038",
 "text": "Gathering a wide range of human feedback makes the Reward Model reflect a comprehensive spectrum of human preferences and values, and it is this inclusivity that mitigates bias and captures a richer understanding of what counts as a desirable outcome.",
 "author": {
  "@type": "Person",
  "name": "Wulf A. Kaal",
  "identifier": "https://orcid.org/0009-0008-7840-1847"
 },
 "citation": "Wulf A. Kaal, How AI Models are Optimized Through Web3 Governance (2024). SSRN: https://ssrn.com/abstract=4855607",
 "isBasedOn": {
  "@type": "ScholarlyArticle",
  "name": "How AI Models are Optimized Through Web3 Governance",
  "datePublished": "2024",
  "url": "https://ssrn.com/abstract=4855607",
  "sha256": "eb0b3e62374b45a8fa888c6bde9725e606bcb46cf4b5e74a6e851d9f25099113",
  "encoding": "https://raw.githubusercontent.com/wulfkaal/Academic-Papers/main/papers/pdf/Kaal%20-%202024%20-%20How%20AI%20Models%20are%20Optimized%20Through%20Web3%20Governance.pdf"
 },
 "keywords": [
  "institutional-design"
 ],
 "about": [
  "rlhf",
  "reward-model",
  "preference-diversity",
  "bias-mitigation",
  "inclusivity"
 ],
 "abstract": "By leveraging this model, RLHF can gather a wide range of human feedback, ensuring the Reward Model (RM) reflects a comprehensive spectrum of human preferences and values. This inclusivity helps mitigate biases and captures a richer understanding of what is considered a desirable outcome.",
 "additionalProperty": [
  {
   "@type": "PropertyValue",
   "name": "claim_type",
   "value": "mechanism"
  },
  {
   "@type": "PropertyValue",
   "name": "confidence",
   "value": "argued"
  },
  {
   "@type": "PropertyValue",
   "name": "scope_conditions",
   "value": [
    "reward models trained on feedback drawn from a broad participant base"
   ]
  },
  {
   "@type": "PropertyValue",
   "name": "is_failure_mode",
   "value": false
  },
  {
   "@type": "PropertyValue",
   "name": "attestations",
   "value": "https://wulfkaal.github.io/colloquium/attestations/7303c9dd9e7ee01379b5db83c17d3249b22e0362253eae929b7a49b5b1e916e2.json"
  },
  {
   "@type": "PropertyValue",
   "name": "edges",
   "value": []
  }
 ],
 "isPartOf": {
  "@id": "https://wulfkaal.github.io/claims/index.json"
 },
 "dateModified": "2026-07-27",
 "version": "1.0",
 "sha256": "7303c9dd9e7ee01379b5db83c17d3249b22e0362253eae929b7a49b5b1e916e2",
 "canonicalForm": "https://wulfkaal.github.io/claims/4855607-038.md"
}