Exploring Exploratory Querying
Marcelo Arenas, Enrico Franconi, Janik Hammerer, Olaf Hartig, Katja Hose, Laura Koesten, George Konstantinidis, Leonid Libkin, Wim Martens, Yuya Sasaki, Stefanie Scherzinger, Katherine Thornton, Hsiang-Yun Wu
摘要
We need to rethink how users understand and develop queries. The growing diversity of users, the increasing complexity of query languages and data architectures - now aided by tools like LLMs - are challenging the traditional view of a highly-trained user writing queries in a controlled environment. Query formulation has become a more exploratory endeavor that needs to be researched and supported: an iterative cycle of designing, debugging, and maintaining queries. To ground this vision, we present an empirical analysis of query logs from the Wikidata Query Service, revealing common patterns of iterative query modification. Based on these findings, we propose a concrete research program with hypotheses, user studies, and research questions for query languages, engines, and interfaces. Our contributions include a curated query session dataset, a classification of exploratory-query patterns, and a roadmap for building system-level support for exploratory querying.
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- IDEBench: A Benchmark for Interactive Data ExplorationPhilipp Eichmann, Emanuel Zgraggen, Carsten Binnig, Tim KraskaSIGMOD 2020 · 被引用 57 次
- Foundations of Symbolic Languages for Model InterpretabilityMarcelo Arenas, Daniel Báez, Pablo Barceló, Jorge Pérez 等NeurIPS 2021 · 被引用 40 次
- QueryVis: Logic-based Diagrams help Users Understand Complicated SQL Queries FasterAristotelis Leventidis, Jiahui Zhang, Cody Dunne, Wolfgang Gatterbauer 等SIGMOD 2020 · 被引用 36 次
- CHORUS: Foundation Models for Unified Data Discovery and ExplorationMoe Kayali, Anton Lykov, Ilias Fountalis, Nikolaos Vasiloglou 等VLDB 2024 · 被引用 33 次
- Debugging Database Queries: A Survey of Tools, Techniques, and UsersSneha Gathani, Peter Lim, Leilani BattleCHI 2020 · 被引用 23 次
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