{
  "article_slug": "label-noise-identifiability",
  "claims": [
    {
      "id": "s1",
      "kind": "author_analysis_or_verification_proposal",
      "sources": [],
      "claim": "1. Better fitting does not identify the clean label"
    },
    {
      "id": "s2",
      "kind": "source_based_review",
      "sources": [
        "dl3-b-label-noise-identifiability-1",
        "dl3-b-label-noise-identifiability-2",
        "dl3-b-label-noise-identifiability-3",
        "dl3-b-label-noise-identifiability-4",
        "dl3-b-label-noise-identifiability-5",
        "dl3-b-label-noise-identifiability-6"
      ],
      "claim": "2. Primary studies make different assumptions"
    },
    {
      "id": "s3",
      "kind": "author_analysis_or_verification_proposal",
      "sources": [],
      "claim": "3. Write the observation process before choosing a loss"
    },
    {
      "id": "s4",
      "kind": "author_analysis_or_verification_proposal",
      "sources": [],
      "claim": "4. Two incompatible worlds can look identical"
    },
    {
      "id": "s5",
      "kind": "author_analysis_or_verification_proposal",
      "sources": [],
      "claim": "5. Knowing the transition matrix changes the problem"
    },
    {
      "id": "s6",
      "kind": "author_analysis_or_verification_proposal",
      "sources": [],
      "claim": "6. Inversion amplifies uncertainty near singularity"
    },
    {
      "id": "s7",
      "kind": "author_analysis_or_verification_proposal",
      "sources": [],
      "claim": "7. Anchor assumptions supply identifying structure"
    },
    {
      "id": "s8",
      "kind": "author_analysis_or_verification_proposal",
      "sources": [],
      "claim": "8. Instance-dependent noise changes what can be learned"
    },
    {
      "id": "s9",
      "kind": "author_analysis_or_verification_proposal",
      "sources": [],
      "claim": "9. Small loss is not synonymous with correct annotation"
    },
    {
      "id": "s10",
      "kind": "author_analysis_or_verification_proposal",
      "sources": [],
      "claim": "10. Robust losses change the influence function"
    },
    {
      "id": "s11",
      "kind": "author_analysis_or_verification_proposal",
      "sources": [],
      "claim": "11. A clean evaluation set is itself a measurement instrument"
    },
    {
      "id": "s12",
      "kind": "author_analysis_or_verification_proposal",
      "sources": [],
      "claim": "12. Data cleaning should preserve an audit trail"
    },
    {
      "id": "s13",
      "kind": "author_analysis_or_verification_proposal",
      "sources": [],
      "claim": "13. A test plan that can distinguish assumptions"
    },
    {
      "id": "s14",
      "kind": "author_analysis_or_verification_proposal",
      "sources": [],
      "claim": "14. What the executable constructions prove"
    },
    {
      "id": "s15",
      "kind": "author_analysis_or_verification_proposal",
      "sources": [],
      "claim": "15. The useful question is where identification comes from"
    },
    {
      "id": "s16",
      "kind": "author_analysis_or_verification_proposal",
      "sources": [],
      "claim": "16. Sampling uncertainty can be amplified even with known noise"
    }
  ]
}