April 17, 2026 article Open access A systematic survey of LLM-based text-to-SQL: methodologies, security vulnerabilities, and future challenges PeerJ Computer Science DOI: 10.7717/peerj-cs.3773 Full text (OA) OpenAlex Authors 0 Author list not loaded yet. Cited by 0 stored of 1 References 1 Search Sort Most cited Newest Oldest Patent citations Title Any typearticle review book-chapter conference-paper preprint dissertation book dataset other Any fieldAgricultural and Biological Sciences Arts and Humanities Biochemistry, Genetics and Molecular Biology Business, Management and Accounting Chemical Engineering Chemistry Computer Science Decision Sciences Dentistry Earth and Planetary Sciences Economics, Econometrics and Finance Energy Engineering Environmental Science Health Professions Immunology and Microbiology Materials Science Mathematics Medicine Neuroscience Nursing Pharmacology, Toxicology and Pharmaceutics Physics and Astronomy Psychology Social Sciences Veterinary Open access MAGIC: Generating Self-Correction Guideline for In-Context Text-to-SQL 2024 arXiv (Cornell University) preprint Computer Science Natural Language Processing Techniques Open access 4 citations 1 result