Xing Zhang
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Who Verifies the Verifier? Co-Evolving Inspectable Graders with Self-Improving Agents
According to the abstract, the authors propose evolving the verifier in self-improving agent loops: an inspectable expression over small, mostly deterministic detectors synthesized from clustered failures, instead of hand-written rubrics or bare LLM judges.