AI judges score some models higher once the model's identity is revealed, especially on political questions, and a blockchain commit-reveal protocol is proposed to enforce blind evaluation.
In: WETSEB 2026 at ICSE 2026, Rio de Janeiro, Brazil (2026) https://conf
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Who Verifies the Benchmark? Decentralizing Trust in Large Language Model Evaluation
AI judges score some models higher once the model's identity is revealed, especially on political questions, and a blockchain commit-reveal protocol is proposed to enforce blind evaluation.