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MacArena：在线macOS环境中计算机使用代理的基准测试MacArena: Benchmarking Computer Use Agents on an Online macOS Environment
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以下内容为 AI 自动翻译，英文原文附后供参考。
摘要
MacArena作为一种基准测试工具，专门为在在线macOS环境中运行的计算机使用代理（CUAs）设计。该工具提供了421个经过验证的任务，涵盖50个不同的应用程序，旨在评估CUAs在macOS本地任务中的表现。MacArena的推出突显了CUAs在与macOS图形用户界面（GUI）交互时面临的独特挑战，特别是许多现有模型在有效处理这些任务方面存在困难。
MacArena has been introduced as a benchmarking tool specifically designed for computer-use agents (CUAs) operating within an online macOS environment. This tool features an extensive suite of 421 verified tasks that span across 50 different applications, aiming to evaluate how well CUAs can perform tasks that are native to macOS. The introduction of MacArena highlights the unique challenges that CUAs face when interacting with macOS graphical user interfaces (GUIs), particularly revealing that many existing models struggle to effectively handle these tasks.
要点
MacArena为评估macOS上的CUAs提供了全面的基准测试套件。
MacArena provides a comprehensive benchmarking suite for evaluating CUAs on macOS.
该工具突显了当前模型在处理macOS特定任务时的性能差距。
The tool highlights the performance gaps of current models in handling macOS-specific tasks.
MacArena对GUI交互的关注解决了AI代理开发中的一个关键领域。
MacArena's focus on GUI interactions addresses a critical area in the development of AI agents.
为何重要
MacArena的开发具有重要意义，因为它提供了一种结构化的方法来评估AI代理在macOS环境中的有效性，这在现有基准中被低估。这可以改善AI应用在macOS上的性能和可用性。
The development of MacArena is significant as it provides a structured way to assess the effectiveness of AI agents in a macOS environment, which has been underrepresented in existing benchmarks. This can lead to improved performance and usability of AI applications on macOS.
产品经理
对于产品经理来说，了解当前CUAs在macOS上的局限性可以为产品开发和功能优先级提供信息，确保AI产品有效满足用户需求。
For product managers, understanding the limitations of current CUAs on macOS can inform product development and feature prioritization, ensuring that AI products meet user needs effectively.
开发者
开发人员可以利用MacArena提供的见解来优化他们的模型，提高CUAs在macOS环境中的性能，从而最终实现更强大的应用程序。
Developers can leverage the insights from MacArena to refine their models and improve the performance of CUAs in macOS environments, ultimately leading to more robust applications.
学生与求职者
学生和求职者可以从MacArena提供的见解中受益，因为它突显了基准测试在AI开发中的重要性，为理解macOS中AI的挑战和机遇提供了途径。
Students and job-seekers can benefit from the insights provided by MacArena, as it highlights the importance of benchmarking in AI development, offering a pathway to understand the challenges and opportunities in AI for macOS.
覆盖来源
来源标题与摘录保留原文，以便核对与追溯。
arXiv cs.LG
MacArena: Benchmarking Computer Use Agents on an Online macOS EnvironmentMacArena, a new benchmarking tool for computer-use agents (CUAs) on macOS, has been introduced, featuring 421 verified tasks across 50 applications. It addresses the unique challenges of macOS GUIs, revealing that current models struggle with macOS-native tasks.