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English(EN) BioTool: A Comprehensive Tool-Calling Dataset for Enhancing Biomedical Capabilities of Large Language Models

BioTool数据集增强LLM生物医学工具调用能力

研究人员开发了BioTool,一个旨在提高大型语言模型利用专业生物医学工具能力的新数据集。该数据集包含来自主要数据库的34个工具,以及超过7000个人工验证的查询-API调用对。在BioTool上对一个40亿参数的LLM进行微调,显著提高了其工具调用性能,在该特定领域甚至超越了GPT-5.1等模型。人工评估证实,这种微调能提高生物医学任务的下游答案质量。 AI

影响 增强LLM在专业生物医学研究和临床应用中的性能。

排序理由 该集群描述了一个新数据集及其在研究论文中的评估。

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BioTool数据集增强LLM生物医学工具调用能力

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该集群描述了一个新数据集及其在研究论文中的评估。
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报道来源 [2]

  1. arXiv cs.CL TIER_1 English(EN) · Xin Gao, Ruiyi Zhang, Meixi Du, Peijia Qin, Pengtao Xie ·

    BioTool:一个全面的工具调用数据集,用于增强大型语言模型在生物医学方面的能力

    arXiv:2605.05758v1 Announce Type: new Abstract: Despite the success of large language models (LLMs) on general-purpose tasks, their performance in highly specialized domains such as biomedicine remains unsatisfactory. A key limitation is the inability of LLMs to effectively lever…

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

    BioTool:一个全面的工具调用数据集,用于增强大型语言模型在生物医学方面的能力

    Despite the success of large language models (LLMs) on general-purpose tasks, their performance in highly specialized domains such as biomedicine remains unsatisfactory. A key limitation is the inability of LLMs to effectively leverage biomedical tools, which clinical experts and…