Your LLM judge has opinions: They're not about actual output quality

When AI evaluation score goes up, natural conclusion is better model quality.

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The fact

However, LLM judges develop biases not reflecting actual quality but their own learning preferences.

Critical distinction affects reliability of AI benchmarks and performance metrics.

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Auto-synthesis from 1 media source · identified on April 27, 2026