The authors integrated Jev into five agent families evaluated in two settings: embodied household tasks in ALFWorld and mobile app operation in AndroidWorld.
Faster Jev decisions do not consistently improve agent task efficiency
Across 4,500 executions, cheaper action selection produced workflow-dependent savings and sometimes reduced successful task delivery.
Top University
Yuchen Ling · Shengcheng Yu · Zhenyu Chen · Chunrong Fang
Nanjing University · Technical University of Munich
Research Digest··2 min read

Ling and colleagues tested whether replacing agents’ action-selection components with Jev, a model designed for fast choices among defined options, improves end-to-end efficiency.
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