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English(EN) CYGNET: Cypher Gate for Neural Execution Triage and Cost Containment

CYGNET 系统验证 AI 生成的数据库 Cypher 查询

研究人员开发了 CYGNET,一个旨在验证和纠正语言模型生成的 Cypher 查询的系统,然后再与 Neo4j 数据库进行交互。这个预执行门可确保结构完整性并标记潜在的昂贵查询计划,从而提高处理知识图的 AI 代理的可靠性。该系统在捕获错误和保持各种基准测试中的生成准确性方面表现出很高的成功率。 AI

影响 通过防止错误或昂贵的数据库查询,提高了语言模型作为知识图代理的可靠性。

排序理由 学术论文,详细介绍了一个用于验证 AI 生成查询的新系统。

在 arXiv cs.CL 阅读 →

AI 生成摘要 · Google Gemini · 来自 2 个来源。 我们如何撰写摘要 →

CYGNET 系统验证 AI 生成的数据库 Cypher 查询

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学术论文,详细介绍了一个用于验证 AI 生成查询的新系统。
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报道来源 [2]

  1. arXiv cs.CL TIER_1 English(EN) · Nikodem Tomczak ·

    CYGNET: Cypher Gate 用于神经执行分类和成本控制

    arXiv:2606.04645v1 Announce Type: new Abstract: Language models acting as agents over knowledge graphs generate Cypher queries that fail structurally (crashing at the database) or semantically (executing but returning wrong results). We place a pre-execution gate between query ge…

  2. arXiv cs.CL TIER_1 English(EN) · Nikodem Tomczak ·

    CYGNET: Cypher Gate用于神经执行分类和成本控制

    Language models acting as agents over knowledge graphs generate Cypher queries that fail structurally (crashing at the database) or semantically (executing but returning wrong results). We place a pre-execution gate between query generation and a production Neo4j database. The ga…