{
  "rejected_claims": [
    {
      "filename": "binary-preference-comparisons-cannot-identify-latent-preference-types-requiring-rankings-over-three-or-more-responses.md",
      "issues": [
        "missing_attribution_extractor"
      ]
    },
    {
      "filename": "em-algorithm-discovers-latent-preference-subpopulations-enabling-ensemble-alignment-without-demographic-labels.md",
      "issues": [
        "missing_attribution_extractor"
      ]
    },
    {
      "filename": "minmax-regret-aggregation-ensures-no-preference-group-is-severely-underserved-by-applying-egalitarian-social-choice-to-ensemble-deployment.md",
      "issues": [
        "missing_attribution_extractor"
      ]
    }
  ],
  "validation_stats": {
    "total": 3,
    "kept": 0,
    "fixed": 10,
    "rejected": 3,
    "fixes_applied": [
      "binary-preference-comparisons-cannot-identify-latent-preference-types-requiring-rankings-over-three-or-more-responses.md:set_created:2026-03-16",
      "binary-preference-comparisons-cannot-identify-latent-preference-types-requiring-rankings-over-three-or-more-responses.md:stripped_wiki_link:single-reward-rlhf-cannot-align-diverse-preferences-because-",
      "binary-preference-comparisons-cannot-identify-latent-preference-types-requiring-rankings-over-three-or-more-responses.md:stripped_wiki_link:rlhf-is-implicit-social-choice-without-normative-scrutiny.md",
      "em-algorithm-discovers-latent-preference-subpopulations-enabling-ensemble-alignment-without-demographic-labels.md:set_created:2026-03-16",
      "em-algorithm-discovers-latent-preference-subpopulations-enabling-ensemble-alignment-without-demographic-labels.md:stripped_wiki_link:modeling preference sensitivity as a learned distribution ra",
      "em-algorithm-discovers-latent-preference-subpopulations-enabling-ensemble-alignment-without-demographic-labels.md:stripped_wiki_link:pluralistic alignment must accommodate irreducibly diverse v",
      "minmax-regret-aggregation-ensures-no-preference-group-is-severely-underserved-by-applying-egalitarian-social-choice-to-ensemble-deployment.md:set_created:2026-03-16",
      "minmax-regret-aggregation-ensures-no-preference-group-is-severely-underserved-by-applying-egalitarian-social-choice-to-ensemble-deployment.md:stripped_wiki_link:maxmin-rlhf-applies-egalitarian-social-choice-to-alignment-b",
      "minmax-regret-aggregation-ensures-no-preference-group-is-severely-underserved-by-applying-egalitarian-social-choice-to-ensemble-deployment.md:stripped_wiki_link:post-arrow-social-choice-mechanisms-work-by-weakening-indepe",
      "minmax-regret-aggregation-ensures-no-preference-group-is-severely-underserved-by-applying-egalitarian-social-choice-to-ensemble-deployment.md:stripped_wiki_link:pluralistic-ai-alignment-through-multiple-systems-preserves-"
    ],
    "rejections": [
      "binary-preference-comparisons-cannot-identify-latent-preference-types-requiring-rankings-over-three-or-more-responses.md:missing_attribution_extractor",
      "em-algorithm-discovers-latent-preference-subpopulations-enabling-ensemble-alignment-without-demographic-labels.md:missing_attribution_extractor",
      "minmax-regret-aggregation-ensures-no-preference-group-is-severely-underserved-by-applying-egalitarian-social-choice-to-ensemble-deployment.md:missing_attribution_extractor"
    ]
  },
  "model": "anthropic/claude-sonnet-4.5",
  "date": "2026-03-16"
}