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LLM-as-a-Judge Calibration on RewardBench (test)

0.022Test Risk (MSE)

Test oracle envelope

Updated 1d ago

Evaluation Results

Method	Links
Test oracle envelope 2026.05		0.022
Information-first + val. K 2026.05		0.024
Complexity-penalized + val. K 2026.05		0.025
Path-family envelope 2026.05		0.025
Random path + val. K 2026.05		0.027
All seven judges 2026.05		0.028
Best single judge (val.) 2026.05		0.032