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.