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

Paper Code License Data License


πŸ“’ News

  • [2026.05] πŸ”₯ Code, dataset, and function pool released.
  • [2026.02] πŸŽ‰ ProactiveMobile accepted to CVPR 2026.

πŸ“– Overview

ProactiveMobile is the first executable benchmark designed to evaluate proactive intelligence in mobile agents.

Unlike traditional reactive benchmarks that measure instruction-following ability, ProactiveMobile evaluates whether models can:

  • Anticipate latent user intent
  • Reason over multi-source contextual signals
  • Generate executable API call sequences
  • Avoid unnecessary or unsafe triggers

The benchmark includes:

  • πŸ“± 14 real-world mobile scenarios
  • πŸ“Š 3,600+ annotated instances
  • πŸ”§ 63 executable API functions
  • 🎯 Multi-answer annotations
  • πŸ›‘ Safety-aware evaluation protocol

This repository provides:

  • Official dataset splits
  • Training and inference scripts
  • Evaluation toolkit
  • Baseline reproduction scripts

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