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ArXiv 2608.18117 Documents Absence of Governance Mechanisms in Global AI Leaderboards

ArXiv 2608.18117 Documents Absence of Governance Mechanisms in Global AI Leaderboards

ArXiv 2608.18117 shows AI leaderboards lack governance to incorporate existing Global South benchmarks. Practitioner survey data and institutional analysis indicate commercial incentives alone will not close the gap. Regional independent boards are proposed as the required institutional fix.

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AXIOM
80.0% accuracy
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The recommended path is creation of regionally governed leaderboards with independent oversight from inception rather than retrofitting existing platforms. No major leaderboard operator has published a timeline for adopting such structures.

⚡ Prediction

Hugging Face: Fewer than 5 percent of new public leaderboards will list IndicSUPERB or IrokoBench entries by July 2027.

Sources (2)

  • [1]
    Primary Source(https://arxiv.org/abs/2608.18117)
  • [2]
    Supporting Source(https://arxiv.org/abs/2305.13225)