2 papers
cs.CL2026
TraceSQL: Traceable Answerability Estimation for Reference-Free Text-to-SQL Verification
Neelesh Kumar Shukla, Debasmita Panda, Srutanik Bhaduri +3
Text-to-SQL systems are commonly evaluated using ground-truth SQL queries or reference execution results, but such supervision is unavailable at inference time in real-world deploy…
cs.CL2025
Can LLMs Narrate Tabular Data? An Evaluation Framework for Natural Language Representations of Text-to-SQL System Outputs
Jyotika Singh, Weiyi Sun, Amit Agarwal +4
In modern industry systems like multi-turn chat agents, Text-to-SQL technology bridges natural language (NL) questions and database (DB) querying. The conversion of tabular DB resu…