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

Likai Wang, Dezhao Su, Jing Hu +3

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 in…