SQUiD: Synthesizing Relational Databases from Unstructured Text
Mushtari Sadia, Zhenning Yang, Yunming Xiao, Ang Chen, Amrita Roy Chowdhury
2025年份
1顶会引用
摘要
Relational databases are central to modern data management, yet most data exists in unstructured forms like text documents. To bridge this gap, we leverage large language models (LLMs) to automatically synthesize a relational database by generating its schema and populating its tables from raw text. We introduce SQUiD, a novel neurosymbolic framework that decomposes this task into four stages, each with specialized techniques. Our experiments show that SQUiD consistently outperforms baselines across diverse datasets. Our code and datasets are publicly available at: https://github.com/Mushtari-Sadia/SQUiD .
问问这篇 Paper
智能体会读完全文。
Lune 把这篇 Paper 索引到了每一个公式,引用它的顶会 Paper 也一样。你提问,回答直接引用原文。
引用它的顶会 Paper1
问问它们各自怎么用它它引用的顶会 Paper4
- Language Models Enable Simple Systems for Generating Structured Views of Heterogeneous Data LakesSimran Arora, Brandon Yang, Sabri Eyuboglu, Avanika Narayan 等VLDB 2024 · 被引用 165 次
- RAT-SQL: Relation-Aware Schema Encoding and Linking for Text-to-SQL ParsersBailin Wang, Richard Shin, Xiaodong Liu, Oleksandr Polozov 等ACL 2020 · 被引用 39 次
- STRUCTSUM Generation for Faster Text ComprehensionParag Jain, Andreea Marzoca, Francesco PiccinnoACL 2024 · 被引用 2 次
- Synthesizing Text-to-SQL Data from Weak and Strong LLMsJiaxi Yang, Binyuan Hui, Min Yang, Jian Yang 等ACL 2024
相关 Paper
- Structure-Guided Large Language Models for Text-to-SQL GenerationQinggang Zhang, Hao Chen, Junnan Dong, Shengyuan Chen 等ICML 2025
- SchemaRAG: A Schema-aware Retrieval-Augmented Generation Framework for Text-to-SQLDi Wu, Zetong Tang, Yi He, Xin LuoSIGMOD 2026 · 被引用 9 次
- OmniSQL: Synthesizing High-quality Text-to-SQL Data at ScaleHaoyang Li, Shang Wu, Xiaokang Zhang, Xinmei Huang 等VLDB 2025 · 被引用 90 次
- Large Language Models are Good Relational LearnersFang Wu, Vijay Prakash Dwivedi, Jure LeskovecACL 2025 · 被引用 10 次
- SQLens: An End-to-End Framework for Error Detection and Correction in Text-to-SQLYue Gong, Chuan Lei, Xiao Qin, Kapil Vaidya 等NeurIPS 2025 · 被引用 21 次
