AI Policy
Position: AI Leaderboards Are Underserving the Global South: A Case Study from India
Why institutional reform and regional governance are the true missing pieces in AI benchmarking for the Global South.
This position paper argues that AI leaderboards are structurally ill-suited to serving the Global South because they lack independent governance, conflict-of-interest policies, and mechanisms for metric evolution. The barrier is not missing data; high-quality regional benchmarks ...
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ArXiv CS.AI
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2 min
ArXiv CS.AI
AI Analysis
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Current AI leaderboards fail to represent linguistic and cultural diversity by neglecting established regional benchmarks in favor of Western-centric metrics. Establishing independent, governed regional evaluation frameworks is essential to ensure equitable AI development for the Global South.
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