AI RESEARCH
Who Evaluates AI's Social Impacts? Mapping Coverage and Gaps in First and Third Party Evaluations
arXiv CS.AI
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ArXi:2511.05613v2 Announce Type: replace-cross Foundation models are increasingly central to high-stakes AI systems, and governance frameworks now depend on evaluations to assess their risks and capabilities. Although general capability evaluations are widespread, social impact assessments covering bias, fairness, privacy, environmental costs, and labor remain uneven.