On Oct 22, SANE automatically generates scorer-specific tests for LLM judges.
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On Oct 22, SANE automatically generates scorer-specific tests for LLM judges.
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SANE automatically generates scorer-specific tests for LLM judges
Posted on arXiv on Oct 22, 2026 (source: arxiv.org).
The paper introduces SANE, an agent-based framework that reads a judge's scoring specification and derives perturbation tests and expected score changes for it, with a validation step to check each generated test. The paper has not yet been peer-reviewed.