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As text-to-SQL systems move beyond demonstrations toward real-world deployment, ambiguity in user questions becomes a primary source of errors. Such ambiguities are often subtle, domain- or data-specific, and can silently cause system outputs to deviate from the user's true intent. Ambiguity is traditionally addressed...
Qr-Hint is presented, a system designed to support debugging for both students and educators that identifies the smallest syntactic edit to a wrong query to make it semantically equivalent to a correct one.
I-Rex is presented, a SQL debugger that enables users to inspect the logical execution of SQL queries visually and interactively to identify and potentially fix logical bugs in the queries and allows users to jump to arbitrary points of interest by leveraging the power of the database systems.
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