{
  "article_slug": "deduplication-training-measure",
  "claims": [
    {
      "id": "s1",
      "kind": "author_analysis_or_verification_proposal",
      "sources": [],
      "claim": "1. Repetition changes the question being optimized"
    },
    {
      "id": "s2",
      "kind": "source_based_review",
      "sources": [
        "dl3-b-deduplication-training-measure-1",
        "dl3-b-deduplication-training-measure-2",
        "dl3-b-deduplication-training-measure-3",
        "dl3-b-deduplication-training-measure-4",
        "dl3-b-deduplication-training-measure-5",
        "dl3-b-deduplication-training-measure-6"
      ],
      "claim": "2. What six primary records establish"
    },
    {
      "id": "s3",
      "kind": "author_analysis_or_verification_proposal",
      "sources": [],
      "claim": "3. Define the unit before counting duplicates"
    },
    {
      "id": "s4",
      "kind": "author_analysis_or_verification_proposal",
      "sources": [],
      "claim": "4. Weighted empirical risk makes the change explicit"
    },
    {
      "id": "s5",
      "kind": "author_analysis_or_verification_proposal",
      "sources": [],
      "claim": "5. A distortion curve separates population and collection"
    },
    {
      "id": "s6",
      "kind": "author_analysis_or_verification_proposal",
      "sources": [],
      "claim": "6. Effective sample counts describe concentration, not independence"
    },
    {
      "id": "s7",
      "kind": "author_analysis_or_verification_proposal",
      "sources": [],
      "claim": "7. Exact compression can preserve the objective"
    },
    {
      "id": "s8",
      "kind": "author_analysis_or_verification_proposal",
      "sources": [],
      "claim": "8. Semantic pruning adds a representation-dependent judgment"
    },
    {
      "id": "s9",
      "kind": "author_analysis_or_verification_proposal",
      "sources": [],
      "claim": "9. Train-test leakage requires a directional policy"
    },
    {
      "id": "s10",
      "kind": "author_analysis_or_verification_proposal",
      "sources": [],
      "claim": "10. Budget-matched controls distinguish three explanations"
    },
    {
      "id": "s11",
      "kind": "author_analysis_or_verification_proposal",
      "sources": [],
      "claim": "11. Rare information can be repeated for legitimate reasons"
    },
    {
      "id": "s12",
      "kind": "author_analysis_or_verification_proposal",
      "sources": [],
      "claim": "12. Auditability is part of the dataset intervention"
    },
    {
      "id": "s13",
      "kind": "author_analysis_or_verification_proposal",
      "sources": [],
      "claim": "13. A discriminating evaluation plan"
    },
    {
      "id": "s14",
      "kind": "author_analysis_or_verification_proposal",
      "sources": [],
      "claim": "14. What the finite checks can and cannot establish"
    },
    {
      "id": "s15",
      "kind": "author_analysis_or_verification_proposal",
      "sources": [],
      "claim": "15. An exact sensitivity calculation for a mistaken merge"
    }
  ]
}