RideWay: Benchmarking Efficient Task Completion for Tool-Using Language Agents
RideWay makes interaction efficiency measurable alongside task success, while exposing the boundary of count-based tool-use evaluation, together with Efficiency Utility, a success-gated metric that discounts successful trajectories for excess tool calls and user-facing turns relative to task-specific reference effort.
Qing-Nuan Han, Bohan Fang, Ming-Zhi Hou et al.
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