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English(EN) AgroTools: A Benchmark for Tool-Augmented Multimodal Agents in Agriculture

新的AgroTools基准测试揭示AI在农业工具使用方面存在困难

研究人员推出了AgroTools,这是一个旨在评估多模态AI代理利用外部工具进行农业决策能力的新基准测试。该基准测试包含500多个问答对和近1100张图像,涵盖五个任务家族和一个包含14种农业工具的环境。对13种不同大型语言模型的初步测试显示,它们在精准农业任务的规划、执行和信息综合能力方面存在显著局限性。 AI

影响 该基准测试突显了当前AI在将工具应用于复杂、现实世界任务方面的局限性,表明需要改进专业领域中AI代理的规划和执行能力。

排序理由 该集群描述了一个用于评估AI模型的新学术基准测试。

在 arXiv cs.CV 阅读 →

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报道来源 [2]

  1. arXiv cs.CV TIER_1 English(EN) · Zi Ye, Yibin Wen, Xiaoya Fan, Xinyu Zhang, Jing Wu, Kun Zeng, Zurong Mai, Jiarui Zhang, Bohan Shi, Juepeng Zheng, Jianxi Huang, Yutong Lu, Haohuan Fu ·

    AgroTools: A Benchmark for Tool-Augmented Multimodal Agents in Agriculture

    arXiv:2605.22366v1 Announce Type: new Abstract: Agricultural decision-making increasingly requires multimodal systems that can transform visual observations into reliable, executable actions. However, existing agricultural multimodal benchmarks mainly evaluate final-answer correc…

  2. arXiv cs.CV TIER_1 English(EN) · Haohuan Fu ·

    AgroTools: A Benchmark for Tool-Augmented Multimodal Agents in Agriculture

    Agricultural decision-making increasingly requires multimodal systems that can transform visual observations into reliable, executable actions. However, existing agricultural multimodal benchmarks mainly evaluate final-answer correctness and provide limited support for assessing …