Natural Language Interfaces for Databases with Deep Learning
Summary: Tutorial taxonomy of deep-learning approaches for Text-to-SQL, SQL-to-Text, and Data-to-Text, including benchmarks and evaluation. Highlights the distinctive challenge of unifying all three into conversational database interfaces. (summarized by gpt-5.6-luna on Jul 24 2026)
Incoming Non-self Citations Over Time
Authors
- 1. George Katsogiannis-Meimarakis (Athena Research Center)
- 2. Mike Xydas (Athena Research Center)
- 3. Georgia Koutrika (Athena Research Center)
BibTeX Citation
@article{katsogiannismeimarakis_vldb23,
title = {{Natural Language Interfaces for Databases with Deep Learning}},
author = {Katsogiannis-Meimarakis, George and Xydas, Mike and Koutrika, Georgia},
journal = {PVLDB},
series = {{VLDB} '23},
volume = {16},
number = {12},
pages = {3878--3881},
doi = {10.14778/3611540.3611575},
url = {https://doi.org/10.14778/3611540.3611575},
year = {2023}
}Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 7,332 | Is Long Context All You Need? Leveraging LLM's Extended Context for NL2SQL | 2025 | VLDB | 5.6433374e-05 |
| 9,870 | Natural Language to SQL: State of the Art and Open Problems | 2025 | VLDB | 5.2043672e-05 |
Previous
Page 1 / 1
Next
Outgoing Citations (Sorted by Pagerank)
Showing 1 of 1 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,808 | λόγος: A System for Translating Queries into Narratives | 2012 | SIGMOD | 9.7050949e-05 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 2,079 | DBPal: A Fully Pluggable NL2SQL Training Pipeline | 2020 | SIGMOD |
| 2 | 4,836 | Transformers for Tabular Data Representation: A Tutorial on Models and Applications | 2022 | VLDB |
| 3 | 7,718 | Bootstrapping an End-to-End Natural Language Interface for Databases | 2019 | SIGMOD |
| 4 | 11,748 | Toward Pure Natural Language Interaction with Databases | 2020 | CIDR |
| 5 | 2,175 | From Natural Language Processing to Neural Databases | 2021 | VLDB |
| 6 | 865 | Natural language to SQL: Where are we today? | 2020 | VLDB |
| 7 | 5,130 | Natural Language Data Management and Interfaces: Recent Development and Open Challenges | 2017 | SIGMOD |
| 8 | 9,870 | Natural Language to SQL: State of the Art and Open Problems | 2025 | VLDB |
| 9 | 5,078 | State of the Art and Open Challenges in Natural Language Interfaces to Data | 2020 | SIGMOD |
| 10 | 3,339 | A Deep Dive into Deep Learning Approaches for Text-to-SQL Systems | 2021 | SIGMOD |