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English(EN) Reflect-SQL: A Self-Reflection Based Framework for Text-to-SQL

Reflect-SQL 框架通过自反思提升 Text-to-SQL 准确性

作者 PulseAugur 编辑部 · [3 个来源] ·

研究人员开发了 Reflect-SQL，一个旨在提高 Text-to-SQL 系统准确性和可靠性的新框架。该框架利用多阶段自反思过程，结合 LLM-as-a-judge 机制来迭代优化 SQL 生成。Reflect-SQL 通过采用反馈循环来优化查询、SQL 验证和端到端流程，解决了复杂数据库模式和低效数据检索等挑战。该系统在 BIRD 基准测试上实现了 72.03% 的执行准确率，展示了企业数据访问的重大进展。 AI

影响 通过提高复杂数据库自然语言查询的可靠性和准确性，增强了企业数据访问能力。

排序理由 该集群包含一篇详细介绍 Text-to-SQL 系统新框架的研究论文。

在 arXiv cs.AI 阅读 →

AI 生成摘要 · Google Gemini · 来自 3 个来源。 我们如何撰写摘要 →

Reflect-SQL 框架通过自反思提升 Text-to-SQL 准确性

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该集群包含一篇详细介绍 Text-to-SQL 系统新框架的研究论文。
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报道来源 [3]

  1. arXiv cs.AI TIER_1 English(EN) · Daniel Machado Pedrozo, Julia Soares Dollis, Bryan Lincoln Marques de Oliveira, Vinicius Alboneti Aguiar, S\'avio Salvarino Teles de Oliveira, Telma Woerle de Lima Soares ·

    SQL-Zero：自演进文本到SQL

    arXiv:2609.04697v1 Announce Type: new Abstract: Training a competitive Text-to-SQL agent usually depends on human-annotated natural-language/SQL pairs, which are expensive, domain-specific, and a bottleneck for scaling to new databases. We show it is possible to train a competiti…

  2. arXiv cs.AI TIER_1 English(EN) · Anupreksha Jain, Manish Shrivastava ·

    Reflect-SQL：一种基于自反思的文本到SQL框架

    arXiv:2609.02944v1 Announce Type: cross Abstract: Democratizing data access through natural language is a crucial goal for modern enterprises, but the practical adoption of Text-to-SQL is critically hindered by real-world complexities: 1. Obscure and large database schemas, 2. In…

  3. arXiv cs.IR (Information Retrieval) TIER_1 English(EN) · Manish Shrivastava ·

    Reflect-SQL: 一种基于自反思的文本到SQL框架

    Democratizing data access through natural language is a crucial goal for modern enterprises, but the practical adoption of Text-to-SQL is critically hindered by real-world complexities: 1. Obscure and large database schemas, 2. Ineffective retrieval of relevant tables and columns…

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