{
 "@context": "https://schema.org",
 "@type": "Claim",
 "@id": "https://wulfkaal.github.io/claims/5095633-004",
 "identifier": "kaal:claim:5095633-004",
 "text": "The apparent abundance of internet text overstates the usable supply, because much of it fails quality thresholds for model training due to redundancy, noise, or irrelevance.",
 "author": {
  "@type": "Person",
  "name": "Wulf A. Kaal",
  "identifier": "https://orcid.org/0009-0008-7840-1847"
 },
 "citation": "Wulf A. Kaal, Artificial Intelligence The Final Frontier (2025). SSRN: https://ssrn.com/abstract=5095633",
 "isBasedOn": {
  "@type": "ScholarlyArticle",
  "name": "Artificial Intelligence The Final Frontier",
  "datePublished": "2025",
  "url": "https://ssrn.com/abstract=5095633",
  "sha256": "cbb484711f89bcefc9fc6a5730a1ed0a3f764d7999ad9b6f7d8ea05634c26c63",
  "encoding": "https://raw.githubusercontent.com/wulfkaal/Academic-Papers/main/papers/pdf/Kaal%20-%202025%20-%20Artificial%20Intelligence%20The%20Final%20Frontier.pdf"
 },
 "keywords": [
  "ai-and-agents",
  "education-and-practice"
 ],
 "about": [
  "data-quality",
  "llm-training-data",
  "data-exhaustion",
  "curation"
 ],
 "abstract": "while the internet contains a vast corpus of textual material, not all content meets quality thresholds suitable for model training, given issues such as redundancy, noise, or irrelevance.",
 "additionalProperty": [
  {
   "@type": "PropertyValue",
   "name": "claim_type",
   "value": "mechanism"
  },
  {
   "@type": "PropertyValue",
   "name": "confidence",
   "value": "argued"
  },
  {
   "@type": "PropertyValue",
   "name": "scope_conditions",
   "value": [
    "applies to internet-sourced text used for model training"
   ]
  },
  {
   "@type": "PropertyValue",
   "name": "is_failure_mode",
   "value": true
  },
  {
   "@type": "PropertyValue",
   "name": "attestations",
   "value": "https://wulfkaal.github.io/colloquium/attestations/b3ae1cc9f87c90d2bb68b4a9f13fd8b07aa6747788fa80de0be35f51066dc350.json"
  },
  {
   "@type": "PropertyValue",
   "name": "edges",
   "value": [
    {
     "rel": "extends",
     "to": "https://wulfkaal.github.io/claims/4755632-002",
     "to_id": "kaal:claim:4755632-002",
     "similarity": 0.42
    }
   ]
  }
 ],
 "isPartOf": {
  "@id": "https://wulfkaal.github.io/claims/index.json"
 },
 "dateModified": "2026-07-27",
 "version": "1.0",
 "sha256": "b3ae1cc9f87c90d2bb68b4a9f13fd8b07aa6747788fa80de0be35f51066dc350",
 "canonicalForm": "https://wulfkaal.github.io/claims/5095633-004.md"
}