AIBearisharXiv – CS AI · 7h ago7/10
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Who Evaluates AI's Social Impacts? Mapping Coverage and Gaps in First and Third Party Evaluations
A comprehensive study examining 186 first-party AI model evaluation reports and 248 third-party sources reveals significant gaps in social impact assessments. Developers consistently under-report on bias, environmental costs, and labor impacts, while only they can authoritatively disclose data provenance and infrastructure details—information often withheld unless tied to compliance or product adoption.