Schema-Aware Localisation (SAL): Live Schema Grounding and Hallucination Validation for Oracle NL2SQL
Bridging the gap between LLM fluency and Oracle database execution accuracy using live schema grounding.
Large language models can generate fluent SQL from natural language, but on real enterprise Oracle databases they frequently fail at execution time: columns and aliases are hallucinated and dialect-specific syntax is missed, leading to ORA-00904 invalid-identifier errors. In this...
ArXiv CS.AI
Source
Generated insight by OnAirToday AI
Schema-Aware Localisation addresses the critical gap between fluent SQL generation and actual database compatibility by grounding models in real-time schema metadata. This middleware significantly minimizes hallucinated identifiers, transforming LLMs from unreliable code generators into robust tools for enterprise database interaction.
Comments
Keep comments relevant and respectful. No links, advertising, self-promotion, or spam.