A map between everyday words and data fields
Wagner and Mädche tested a tool for business data questions. In a simulation, a map linked everyday words to data fields. It beat a simpler way to match terms on their tests. The study does not show that the tool gets every real-world answer right.
What the source reports
Wagner and Mädche tested a tool for business data questions. People often ask questions in words that differ from a database’s labels. In a simulation, the authors used a map to link those words to data fields. The map beat a simpler match on the tests they report. The Beyond Prompting digest suggests trying one public table. Link a common term to a data field, then check one answer at its source. This is an exercise from the digest, not a tested school practice. The digest reviewed the paper’s abstract and basic record, not the full text. The study does not show the tool gets every answer right in real use.
Original source
- Title
- Designing for Imperfect Prompts: A Simulation-Based Evaluation of an LLM-Based Enterprise Data Assistant Using Knowledge Graphs
- Author
- Niklas Wagner, Alexander Mädche
- Publication
- arXiv
- Date
- Friday, October 16, 2026