AI RESEARCH
Design and Report Benchmarks for Knowledge Work
arXiv CS.AI
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ArXi:2605.23262v1 Announce Type: new The development of LLM agents has led to a growing body of work on knowledge-work AI, including coding, research, and healthcare. However, current knowledge-work evaluation and benchmark design still largely follow the logic of traditional NLP tasks. As a result, higher benchmark performance does not reliably show that a system can carry out knowledge work in real-world deployment settings.