AINeutralarXiv – CS AI · 8h ago6/10
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Towards Apples to Apples for AI Evaluations: From Real-World Use Cases to Evaluation Scenarios
Researchers propose a standardized methodology for evaluating AI systems by transforming real-world use cases into detailed evaluation scenarios, addressing inconsistencies in AI measurement across industries. The work demonstrates this framework in financial services, generating 107 scenarios from six key use cases through structured worksheets and iterative human review.