Natural language to SQL: Where are we today?
Summary: A unified evaluation of 11 NL2SQL methods across 10+ benchmarks, including WTQ and TPC-H, exposes hidden dataset/method assumptions and inadequacies of standard metrics. It provides a taxonomy, systematic error analysis, and database-backed validation via query rewriting and testing. (summarized by gpt-5.6-luna on Jul 24 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Hyeonji Kim (Pohang University of Science and Technology)
- 2. Byeong-Hoon So (Pohang University of Science and Technology)
- 3. Wook-Shin Han (Pohang University of Science and Technology)
- 4. Hongrae Lee (Google)
BibTeX Citation
@article{kim_vldb20,
title = {{Natural language to SQL: Where are we today?}},
author = {Kim, Hyeonji and So, Byeong-Hoon and Han, Wook-Shin and Lee, Hongrae},
journal = {PVLDB},
series = {{VLDB} '20},
volume = {13},
number = {10},
pages = {1737--1750},
doi = {10.14778/3401960.3401970},
url = {https://doi.org/10.14778/3401960.3401970},
year = {2020}
}Incoming Citations (Sorted by Pagerank)
Showing 25 of 25 citing papers.
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Outgoing Citations (Sorted by Pagerank)
Showing 5 of 5 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 179 | Constructing an Interactive Natural Language Interface for Relational Databases | 2015 | VLDB | 0.00026838277 |
| 459 | ATHENA: An Ontology-Driven System for Natural Language Querying over Relational Data Stores | 2016 | VLDB | 0.00018101318 |
| 910 | Cosette: An Automated Prover for SQL | 2017 | CIDR | 0.00013285905 |
| 1,829 | Axiomatic Foundations and Algorithms for Deciding Semantic Equivalences of SQL Queries | 2018 | VLDB | 9.6671311e-05 |
| 2,778 | DBPal: A Learned NL-Interface for Databases | 2018 | SIGMOD | 8.1305875e-05 |
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