Author

Fabian Wenz

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Preprint Sep 2026

From Data Querying to Data Investigations: Rethinking Natural Language Interfaces for Databases

Natural language (NL) interfaces to databases have been optimized for the wrong problem. The dominant Text-to-SQL paradigm assumes that users ask questions that can be answered by single SQL queries. In practice, however, users seek assistance with solving data problems. This requires searching a database by sequences...

Fabian Wenz, Zi-Xuan Chen, Carsten Binnig · 0 citations

Prompting Strategies for Enterprise Text-to-SQL: An Ablation Study

A modular text-to-SQL pipe-line is presented for a real Intel telemetry use case and an ablation study of prompt augmentation, schema annotations, few-shot examples, and iterative SQL validation under varying schema exposure settings is conducted.

O. Bouattour, J. Weiner, Fabian Wenz et al. · 0 citations