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The Epoch Capabilities Index uses an Elo-based aggregation method that dynamically adjusts for benchmark difficulty and they put error bars on their scores, both of which put them miles ahead of Artificial Analysis: https://epoch.ai/eci?view=graph&tab=leaderboard


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