{
 "@context": "https://schema.org",
 "@type": "DefinedTerm",
 "@id": "https://wulfkaal.github.io/entities/data-diversity",
 "identifier": "kaal:entity:data-diversity",
 "name": "Data diversity",
 "termCode": "data-diversity",
 "inDefinedTermSet": {
  "@id": "https://wulfkaal.github.io/entities/index.json"
 },
 "author": {
  "@type": "Person",
  "name": "Wulf A. Kaal",
  "identifier": "https://orcid.org/0000-0003-0757-275X"
 },
 "dateModified": "2026-07-29",
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 "sha256": "1e4bd2223cc21a4d462a9b09c852c146c4f430589887a7c6326561c0963c5072",
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   "name": "status",
   "value": "derived"
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   "value": 3
  },
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   "value": 2
  },
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   "@type": "PropertyValue",
   "name": "year_span",
   "value": [
    "2020",
    "2025"
   ]
  },
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  }
 ],
 "subjectOf": [
  {
   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/3709041-011",
   "identifier": "kaal:claim:3709041-011",
   "text": "Decentralism produces greater equality not through markets or governmental redistribution but through preserving diversity of content, diversity of data sources, and enhanced node connectivity.",
   "abstract": "decentralism creates higher levels of equality in society through the preservation of diversity of content, diversity of data sources, and enhanced node connectivity",
   "citation": "Kaal, Blockchain Technology for Good (2020). SSRN: https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3709041",
   "datePublished": "2020",
   "claim_type": "mechanism",
   "confidence": "argued",
   "is_failure_mode": false,
   "scope_conditions": [],
   "source_pdf_sha256": "5216a7bca45a48e3bef11ec524936e66af737c0fd66271e9f6866dc20a4482cc",
   "status": "current"
  },
  {
   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/5095633-006",
   "identifier": "kaal:claim:5095633-006",
   "text": "Privacy rules, copyright, and the uneven global distribution of digital connectivity independently reduce both the availability and the diversity of human-generated text for AI training.",
   "abstract": "issues such as privacy, copyright, and the uneven global distribution of digital connectivity further exacerbate these shortcomings by curtailing the availability and diversity of human- generated textual content.",
   "citation": "Wulf A. Kaal, Artificial Intelligence The Final Frontier (2025). SSRN: https://ssrn.com/abstract=5095633",
   "datePublished": "2025",
   "claim_type": "mechanism",
   "confidence": "asserted",
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   "status": "current"
  },
  {
   "@type": "Claim",
   "@id": "https://wulfkaal.github.io/claims/5095633-011",
   "identifier": "kaal:claim:5095633-011",
   "text": "As AI-generated content proliferates online it dilutes the diversity and originality of the text pool available for later training, producing performance degradation across successive model generations.",
   "abstract": "As AI-generated content proliferates online, it dilutes the overall diversity and originality of text available for subsequent training processes, potentially leading to a degradation in model performance over repeated generations.",
   "citation": "Wulf A. Kaal, Artificial Intelligence The Final Frontier (2025). SSRN: https://ssrn.com/abstract=5095633",
   "datePublished": "2025",
   "claim_type": "mechanism",
   "confidence": "evidenced",
   "is_failure_mode": true,
   "scope_conditions": [
    "repeated training generations drawing on an increasingly synthetic web"
   ],
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   "status": "current"
  }
 ],
 "description": "3 claims in the published works of Wulf A. Kaal carry the concept tag 'data-diversity'. Derived node: a roster, not an adjudicated definition."
}