From Task Success to Productive Success: Evaluating Human-AI Collaboration by Quality and Cost.

arXiv:2609.21117v1 Announce Type: cross Abstract: AI productivity is often measured by task completion time, economic value, or improvements in outcome quality. However, these measures usually treat collaboration as a black box where they capture what output w