{
  "schema_version": 1,
  "title": "Repro: Beyond Majority Voting: LLM Aggregation by Leveraging Higher-Order Information",
  "emoji": "🎯",
  "space_id": "nizda/repro-beyond-majority-voting",
  "paper": {
    "arxiv_id": "2510.01499"
  },
  "tags": [
    "icml2026-repro",
    "paper-ZVyd4r9Xl5"
  ],
  "updated_at": "2026-07-18T01:56:14+00:00",
  "root": {
    "slug": "index",
    "title": "Repro: Beyond Majority Voting: LLM Aggregation by Leveraging Higher-Order Information",
    "file": "pages/index.md",
    "children": [
      {
        "slug": "claim-1-ow-algorithm-and-bayes-optimality-theorem-1",
        "title": "Claim 1: OW algorithm and Bayes-optimality (Theorem 1)",
        "file": "pages/claim-1-ow-algorithm-and-bayes-optimality-theorem-1/page.md",
        "children": []
      },
      {
        "slug": "claim-2-isp-advantage-ordering-theorem-2",
        "title": "Claim 2: ISP advantage ordering (Theorem 2)",
        "file": "pages/claim-2-isp-advantage-ordering-theorem-2/page.md",
        "children": []
      },
      {
        "slug": "claim-3-simulation-isp-vs-mv-vs-sp-table-2",
        "title": "Claim 3: Simulation - ISP vs MV vs SP (Table 2)",
        "file": "pages/claim-3-simulation-isp-vs-mv-vs-sp-table-2/page.md",
        "children": []
      },
      {
        "slug": "claim-4-real-world-accuracies-ow-l-vs-mv-table-3",
        "title": "Claim 4: Real-world accuracies OW-L vs MV (Table 3)",
        "file": "pages/claim-4-real-world-accuracies-ow-l-vs-mv-table-3/page.md",
        "children": []
      },
      {
        "slug": "claim-5-16-ensembles-ow-l-beats-mv-in-97-92-of-cases",
        "title": "Claim 5: 16 ensembles - OW-L beats MV in 97.92% of cases",
        "file": "pages/claim-5-16-ensembles-ow-l-beats-mv-in-97-92-of-cases/page.md",
        "children": []
      },
      {
        "slug": "claim-6-bradley-terry-connection-corollary-1",
        "title": "Claim 6: Bradley-Terry connection (Corollary 1)",
        "file": "pages/claim-6-bradley-terry-connection-corollary-1/page.md",
        "children": []
      },
      {
        "slug": "conclusion",
        "title": "Conclusion",
        "file": "pages/conclusion/page.md",
        "children": []
      },
      {
        "slug": "beyond-mv-repro",
        "title": "beyond-mv-repro",
        "file": "pages/beyond-mv-repro/page.md",
        "children": []
      }
    ]
  },
  "agent_view_tokens": 8781,
  "revision": "1784339774758082200"
}