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Author

Madhusudan Singh

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Review Aug 2026

Who Verifies the Benchmark? Decentralizing Trust in Large Language Model Evaluation

A blockchain-based commit-reveal protocol using Autonomous Economic Agents on an Ethereum-compatible ledger creates a tamper-evident audit trail that separates blind evaluation from post-hoc claims and reduces the verification burden on independent researchers and leaderboard operators.

Sahil Pardasani, Madhusudan Singh · 0 citations

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