AtomSQL: Interactive Disambiguation of NL-to-SQL via User-Guided Atom-Level Alignment
Summary: AtomSQL exposes NL-to-SQL ambiguity at query-atom granularity by comparing models’ joins, predicates, aggregates, and DISTINCT choices. Users select intended interpretations, with feedback personalizing future disambiguation. (summarized by gpt-5.6-luna on Aug 28 2026)
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Authors
- 1. Aritra Mazumder (University of Utah)
- 2. Parth Desai (University of Utah)
- 3. Fuheng Zhao (University of Utah)
- 4. Anna Fariha (University of Utah)
BibTeX Citation
@article{mazumder_vldb26,
title = {{AtomSQL: Interactive Disambiguation of NL-to-SQL via User-Guided Atom-Level Alignment}},
author = {Mazumder, Aritra and Desai, Parth and Zhao, Fuheng and Fariha, Anna},
journal = {PVLDB},
series = {{VLDB} '26},
volume = {19},
number = {12},
pages = {4514--4517},
doi = {10.14778/3827998.3828053},
url = {https://doi.org/10.14778/3827998.3828053},
year = {2026}
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Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 533 | CodeS: Towards Building Open-source Language Models for Text-to-SQL | 2024 | SIGMOD | 0.00016826571 |
| 9,304 | Sphinteract: Resolving Ambiguities in NL2SQL Through User Interaction | 2025 | VLDB | 5.1978532e-05 |
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