work-activities

This paper proposes a three-step framework for designing and reporting benchmarks for knowledge work AI, emphasizing alignment between benchmark tasks and real-world work activities. It derives 18 work activities from the O*NET database and analyzes three existing benchmarks (GDPval, OfficeQA Pro, APEX-SWE) to demonstrate gaps between benchmark scores and actual work capability.