新框架通过LLM提升企业文本到SQL能力

报道来源 [4]

1. arXiv cs.AI TIER_1 English(EN) · Wei Liu, Yang Gu, Xi Yan, Zihan Nan, Beicheng Xu, Keyao Ding, Bin Cui, Wentao Zhang · 2026-06-06 04:00

   ProfiliTable：通过代理工作流进行驱动的表格数据处理

   arXiv:2605.12376v2 Announce Type: replace Abstract: Table processing-including cleaning, transformation, augmentation, and matching-is a foundational yet error-prone stage in real-world data pipelines. While recent LLM-based approaches show promise for automating such tasks, they…

2. arXiv cs.CL TIER_1 English(EN) · Zhaorui Yang, Huawei Zheng, Sen Yang, Yuhui Zhang, Haoxuan Li, Zhizhen Yu, Xuan Yi, Chen Hou, Defeng Xie, Chao Hu, Minfeng Zhu, Dazhen Deng, Haozhe Feng, Danqing Huang, Yingcai Wu, Peng Chen, Wei Chen · 2026-06-05 04:00

   ProSPy：面向企业文本到SQL的剖析驱动SQL-Python Agentic框架

   arXiv:2606.05836v1 Announce Type: new Abstract: Large language models have substantially advanced Text-to-SQL systems, yet applying them to enterprise-scale databases remains challenging. Real-world databases often contain large and heterogeneous schemas, incomplete metadata, dia…

3. arXiv cs.CL TIER_1 English(EN) · Wei Chen · 2026-06-04 08:13

   ProSPy：面向企业文本到SQL的剖析驱动SQL-Python Agentic框架

   Large language models have substantially advanced Text-to-SQL systems, yet applying them to enterprise-scale databases remains challenging. Real-world databases often contain large and heterogeneous schemas, incomplete metadata, dialect-specific SQL syntax, and complex analytical…

4. arXiv cs.AI TIER_1 English(EN) · Bowen Cao, Weibin Liao, Yushi Sun, Dong Fang, Haitao Li, Wai Lam · 2026-06-02 04:00

   APEX-SQL: 通过 Agentic Exploration 实现文本到 SQL 的数据对话

   arXiv:2602.16720v2 Announce Type: replace-cross Abstract: Text-to-SQL systems powered by Large Language Models have excelled on academic benchmarks but struggle in complex enterprise environments. The primary limitation lies in their reliance on static schema representations, whi…