ProactiveMobile: A Comprehensive Benchmark for Boosting Proactive Intelligence on Mobile Devices

By: Dezhi Kong, Zhengzhao Feng, Qiliang Liang, Hao Wang, Haofei Sun, Changpeng Yang, Yang Li, Peng Zhou, Shuai Nie, Hongzhen Wang, Linfeng Zhou

Published: 2026-02-26

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Abstract

ProactiveMobile introduces a new, comprehensive benchmark for evaluating and advancing proactive intelligence on mobile devices. It focuses on scenarios where AI anticipates user needs and provides timely assistance without explicit prompts, covering tasks from personalized notifications to intelligent resource management, thereby pushing the boundaries of on-device AI efficiency and user experience. This has direct real-world application in developing next-generation smartphone features, wearable technology, and smart assistants.

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ProactiveMobile: A Comprehensive Benchmark for Boosting Proactive Intelligence on Mobile Devices | ArXiv Intelligence