Unverified50% confidenceOpinionExact time
In Text-to-SQL systems, combining static syntax checks, execution plan review, and LLM semantic checks into a multi-layer defense is more reliable than a single checker.
1
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50%
Confidence
Long-term
Relevance
10/18/2026
First Seen
Sources
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Related Claims
UnverifiedWhen implementing TextToSQL, it is necessary to control the length of the schema context and to perform syntax validation and permission restrictions on the generated SQL; the accuracy of complex multi-table join queries is limited and usually requires few-shot examples and manual review.78% similarUnverifiedSQL静态代码分析是在不实际执行SQL的情况下通过解析语法树检测潜在质量问题的技术76% similarVerifiedCodeQL 将代码解析为关系数据库，允许用户以类 SQL 语法编写查询来检测特定漏洞模式，强项在于精确性和可重现性72% similarUnverifiedText-to-SQL technology has evolved from rule-based approaches, to Seq2Seq models (such as IRNet), to pre-trained model fine-tuning (such as BRIDGE and PICARD), and then to LLM prompt engineering.71% similarUnverifiedThe EXPLAIN command makes the database return the query's execution plan without actually executing the query, and can be used to check for performance hazards such as full table scans and Cartesian products.70% similar
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