Abhijit Chakraborty · 2026 · arXiv
DOI: 10.48550/arXiv.2610.30867 · open-access PDF
从共享目录中调用工具的代理人可以汇集他们了解的有关哪个工具服务于哪个请求的信息。我们测量了集合使用示例对工具检索的作用,单独报告了没有代理人使用的持有工具,以及所有其他工具。将使用示例添加到索引中作为用于工具的额外条目,将Hit@5(黄金工具是否在前五位)提高到这些工具,并将其降低到持有工具,在我们测试的三个目录中的两种和两种嵌入器的较大边缘。
Machine translation (Meta M2M100); the English original follows.
Agents that call tools from a shared catalog can pool what they learn about which tool serves which request. We measure what pooled usage examples do to tool retrieval, reporting separately the held-out tools, for which no agent has usage, and all other tools. Adding usage examples to the index as extra entries for used tools raises Hit@5 (whether a gold tool is in the top five) for those tools and lowers it for held-out tools, by a large margin on two of three catalogs and with both embedders we tested. Giving used tools the same number of equally long entries filled with other tools' text lo
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