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biased preference
biased preference
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pointwise evaluation
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adversarial benchmark
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pairwise evaluation
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llm evaluator
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Papers
The Comparative Trap: Pairwise Comparisons Amplifies Biased Preferences of LLM Evaluators
EMNLP 2025
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