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From Tasks to Turns: Measuring Human Labor Contributions in Human-Agent Joint Production

Wang, Likai et al.
arXiv (All) · Papers
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human-computer-interaction
In agent workflows, a brief human instruction can alter subsequent search, reasoning, and tool execution, yet final task outcomes rarely reveal the contribution of an individual instruction to human-agent joint production. We propose a Human Turn-level framework for measuring human contributions, us
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