Abdelghafour MOUJAHIDDINE

PRECISE-LLM: Formal Ambiguity Detection and Interpretation Enumeration for Text-to-SQL

Large language models translate natural-language questions into SQL with remarkable fluency, but they fail silently on ambiguous questions: rather than signalling uncertainty, the model commits to one reading and returns a syntactically perfect yet semantically wrong query. We pr...

PRECISE-LLM: Formal Ambiguity Detection and Interpretation Enumeration for Text-to-SQL

Large language models translate natural-language questions into SQL with remarkable fluency, but they fail silently on ambiguous questions: rather than signalling uncertainty, the model commits to one reading and returns a syntactically perfect yet semantically wrong query. We pr...