most citedWho Evaluates AI's Social Impacts? Mapping Coverage and Gaps in First and Third Party Evaluations

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cs.LG2026

When No Benchmark Exists: Validating Comparative LLM Safety Scoring Without Ground-Truth Labels

Sushant Gautam, Finn Schwall, Annika Willoch Olstad +6

Many deployments must compare candidate language models for safety before a labeled benchmark exists for the relevant language, sector, or regulatory regime. We formalize this sett…