{
  "@context": "https://schema.org",
  "@type": "Claim",
  "@id": "https://wulfkaal.github.io/claims/7456999-008",
  "identifier": "kaal:claim:7456999-008",
  "text": "Among thirty-six repeatedly measured parties, checked-case records predict withheld-case accuracy at a rank correlation of +0.781, and parties failing checked cases passed withheld cases in zero of 168 observations.",
  "author": {
    "@type": "Person",
    "name": "Wulf A. Kaal",
    "identifier": "https://orcid.org/0009-0008-7840-1847"
  },
  "citation": "Wulf A. Kaal, Reinforcement Learning from Reputation Feedback (2026). SSRN: https://ssrn.com/abstract=7456999",
  "isBasedOn": {
    "@type": "ScholarlyArticle",
    "name": "Reinforcement Learning from Reputation Feedback",
    "datePublished": "2026",
    "url": "https://ssrn.com/abstract=7456999",
    "sha256": "01016fbbcc25cad205cebd59ea686d8dfee8ae9b632095d86ba6c9a900456a4b",
    "encoding": "https://raw.githubusercontent.com/wulfkaal/Academic-Papers/main/papers/pdf/Kaal%20-%202026%20-%20Reinforcement%20Learning%20from%20Reputation%20Feedback.pdf"
  },
  "keywords": [
    "empirical-evidence",
    "reputation",
    "ai-and-agents"
  ],
  "about": [],
  "abstract": "The measured cohort of 564 records, produced by twenty distinct model families against twenty-three speci \ufb01cations and scored by a deterministic checker on cases withheld from the producing party, establishes that a party\u2019s record where the work is checked predicts its accuracy where it is not, at a rank correlation of +0.781 across thirty-six parties with repeated measurement, and that a party failing the checked cases passes the withheld ones in zero of one hundred and sixty-eight observations.",
  "additionalProperty": [
    {
      "@type": "PropertyValue",
      "name": "claim_type",
      "value": "empirical"
    },
    {
      "@type": "PropertyValue",
      "name": "confidence",
      "value": "evidenced"
    },
    {
      "@type": "PropertyValue",
      "name": "scope_conditions",
      "value": [
        "the measured cohort and parties with repeated measurement"
      ]
    },
    {
      "@type": "PropertyValue",
      "name": "is_failure_mode",
      "value": false
    },
    {
      "@type": "PropertyValue",
      "name": "edges",
      "value": []
    }
  ],
  "isPartOf": {
    "@id": "https://wulfkaal.github.io/claims/index.json"
  },
  "dateModified": "2026-09-13",
  "version": "1.0",
  "sha256": "678aac61b0d6c8b4f944fef6314d856d959c23475c27758acde1ca3ec54692dd",
  "canonicalForm": "https://wulfkaal.github.io/claims/7456999-008.md"
}