{"ID":2848934,"CreatedAt":"2026-06-01T04:54:23.091178241Z","UpdatedAt":"2026-06-01T04:54:23.091178241Z","DeletedAt":null,"paper_url":"https://arxiv.org/abs/2510.24102","arxiv_id":"2510.24102","title":"Squrve: A Unified and Modular Framework for Complex Real-World Text-to-SQL Tasks","abstract":"Text-to-SQL technology has evolved rapidly, with diverse academic methods achieving impressive results. However, deploying these techniques in real-world systems remains challenging due to limited integration tools. Despite these advances, we introduce Squrve, a unified, modular, and extensive Text-to-SQL framework designed to bring together research advances and real-world applications. Squrve first establishes a universal execution paradigm that standardizes invocation interfaces, then proposes a multi-actor collaboration mechanism based on seven abstracted effective atomic actor components. Experiments on widely adopted benchmarks demonstrate that the collaborative workflows consistently outperform the original individual methods, thereby opening up a new effective avenue for tackling complex real-world queries. The codes are available at https://github.com/Satissss/Squrve.","short_abstract":"Text-to-SQL technology has evolved rapidly, with diverse academic methods achieving impressive results. However, deploying these techniques in real-world systems remains challenging due to limited integration tools. Despite these advances, we introduce Squrve, a unified, modular, and extensive Text-to-SQL framework des...","url_abs":"https://arxiv.org/abs/2510.24102","url_pdf":"https://arxiv.org/pdf/2510.24102v1","authors":"[\"Yihan Wang\",\"Peiyu Liu\",\"Runyu Chen\",\"Jiaxing Pu\",\"Wei Xu\"]","published":"2025-10-28T06:16:38Z","proceeding":"cs.CL","tasks":"[\"cs.CL\"]","methods":"[]","has_code":false,"code_links":[{"ID":607657,"CreatedAt":"2026-06-01T04:54:23.091178241Z","UpdatedAt":"2026-06-01T04:54:23.091178241Z","DeletedAt":null,"paper_id":2848934,"paper_url":"https://arxiv.org/abs/2510.24102","paper_title":"Squrve: A Unified and Modular Framework for Complex Real-World Text-to-SQL Tasks","repo_url":"https://github.com/Satissss/Squrve","is_official":false,"mentioned_in_paper":false,"mentioned_in_github":true,"github_stars":0}]}