MESA: Requirements-Oriented Review of AI Benchmarks as Measurement Instruments
Requirements Engineering (RE) for AI increasingly relies on benchmark scores to justify model selection, safety claims, and procurement decisions. Yet AI benchmarks are rarely reviewed as measurement instruments: their intended constructs, scoring assumptions, evidence limits, and validity arguments are often left impl...