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English(EN) Fan Out or Relay? Ownership-Aware Routing for LLM Agents Querying Siloed Tables

新的OAR策略改进了LLM代理对孤立数据的路由

研究人员为查询组织内孤立表的语言模型(LLM)代理开发了一种新的路由策略,称为面向所有权的路由(OAR)。传统的“扇出”(同时向所有所有者发送查询)或“接力”(按顺序查询所有者)方法被证明是次优的,其准确性在很大程度上取决于数据所有权而非查询结构。OAR通过首先起草一个仅包含模式的SQL查询来识别涉及的表的数量,然后在访问任何私有行数据之前相应地路由问题来解决这个问题。这种方法在包括PeopleJoin和BIRD数据集在内的各种设置中,展示了与固定协议相当或更优的准确性。 AI

影响 这种新的路由策略可以提高LLM代理与复杂、孤立的组织数据交互的效率和准确性。

排序理由 学术论文,详细介绍了一种用于LLM代理的新方法。[lever_c_demoted from research: ic=1 ai=1.0]

在 arXiv cs.MA (Multiagent) 阅读 →

AI 生成摘要 · Google Gemini · 来自 1 个来源。 我们如何撰写摘要 →

新的OAR策略改进了LLM代理对孤立数据的路由

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学术论文,详细介绍了一种用于LLM代理的新方法。[lever_c_demoted from research: ic=1 ai=1.0]
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报道来源 [1]

  1. arXiv cs.MA (Multiagent) TIER_1 English(EN) · Zhexi Feng ·

    扇出还是中继?LLM代理查询孤立表的面向所有权的路由

    Inside organizations, a question's data often sit with several owners, who query their own tables but never hand them over. An LLM coordinator can fan out, sending the question to every owner at once, or relay, querying owners in turn and reusing earlier rows. We show that neithe…