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New iOSWorld benchmark evaluates personalized mobile agents

Researchers have introduced iOSWorld, a novel benchmark designed to evaluate personalized mobile agent capabilities on iOS devices. This benchmark is the first to incorporate a persistent user identity across 26 distinct applications, allowing agents to reason over personal data such as transactions, messages, and financial activity. iOSWorld comprises 133 tasks, ranging from single-app operations to complex multi-app scenarios and personalization challenges. Initial evaluations show that even frontier models achieve only 52% overall accuracy, with multi-app tasks proving particularly difficult at 37%. The benchmark and its associated code have been released as open-source. AI

IMPACT This benchmark could drive the development of more context-aware and personalized AI agents for mobile devices.

RANK_REASON The cluster contains a research paper introducing a new benchmark. [lever_c_demoted from research: ic=1 ai=1.0]

Read on Hugging Face Daily Papers →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

New iOSWorld benchmark evaluates personalized mobile agents

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The cluster contains a research paper introducing a new benchmark. [lever_c_demoted from research: ic=1 ai=1.0]
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145 days old
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COVERAGE [1]

  1. Hugging Face Daily Papers TIER_1 English(EN) ·

    iOSWorld: A Benchmark for Personally Intelligent Phone Agents

    IOSWorld is introduced as the first interactive native iOS simulator benchmark featuring persistent user identity across multiple apps to evaluate personalized mobile agent capabilities.