benchmarks evals
The LLM Judge Was Demoted to Adviser
PROCTOR makes deterministic checks outrank the model grading an agent's self-improvement.
Summary
PROCTOR makes deterministic checks outrank the model grading an agent's self-improvement.
The authors catalog eleven evaluation failures, including a perfect score that hid 68% true capability after cached answers leaked. Their proposed roles, sandboxes, holdouts and canaries are production case-study lessons, not a universal benchmark.
Why it matters
PROCTOR makes deterministic checks outrank the model grading an agent's self-improvement.
Limits and context
- Their proposed roles, sandboxes, holdouts and canaries are production case-study lessons, not a universal benchmark.
Key claims
PROCTOR makes deterministic checks outrank the model grading an agent's self-improvement.
Qualification: Their proposed roles, sandboxes, holdouts and canaries are production case-study lessons, not a universal benchmark.
Evidence: source-2026-09-03-020
Sources
- arXiv preprint 2609.02246arXiv · primary research
Corrections
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