
Use a Reasoning Judge, Then Check It Against 150 Human Labels
On JudgeBench's hard pairs, reasoning judges scored 73% to 81% while every fine-tuned judge except Skywork fell below a coin flip. Use a cross-family reasoning judge with order swapping, and calibrate it on 150 human labels before it blocks a release.
October 24, 2026 · 13 min read