A Deep Dive into Deep Learning Approaches for Text-to-SQL Systems
Summary: DL-based text-to-SQL survey: neural NL representations, large training datasets, and state-of-the-art systems. Benchmarks, competitions, and open problems highlighted; a research roadmap for DL-driven data management in NL-to-SQL. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
Incoming Citations (Sorted by Pagerank)
Showing 7 of 7 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,662 | The Dawn of Natural Language to SQL: Are We Fully Ready? | 2024 | VLDB | 6.8672143e-05 |
| 4,630 | Knowledge Graphs 2021: A Data Odyssey | 2021 | VLDB | 6.0348379e-05 |
| 4,934 | From BERT to GPT-3 Codex: Harnessing the Potential of Very Large Language Models for Data Management | 2022 | VLDB | 5.8198826e-05 |
| 5,449 | Transformers for Tabular Data Representation: A Tutorial on Models and Applications | 2022 | VLDB | 5.5008652e-05 |
| 7,354 | Reliable Text-to-SQL with Adaptive Abstention | 2025 | SIGMOD | 4.7529612e-05 |
| 8,892 | Generation of Training Examples for Tabular Natural Language Inference | 2023 | SIGMOD | 4.4275457e-05 |
| 10,837 | Natural Language to SQL: State of the Art and Open Problems | 2025 | VLDB | 4.1945683e-05 |
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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 |
|---|---|---|---|---|
| 206 | Constructing an Interactive Natural Language Interface for Relational Databases | 2015 | VLDB | 0.00034667032 |
| 535 | ATHENA: An Ontology-Driven System for Natural Language Querying over Relational Data Stores | 2016 | VLDB | 0.00020727678 |
| 2,321 | DBPal: A Fully Pluggable NL2SQL Training Pipeline | 2020 | SIGMOD | 9.03609e-05 |
| 5,353 | An In-Depth Benchmarking of Text-to-SQL Systems | 2021 | SIGMOD | 5.5521332e-05 |
| 5,421 | Constructing Queries from Tokens | 1986 | SIGMOD | 5.514998e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 8,346 | Deep Learning: Systems and Responsibility | 2021 | SIGMOD | 4.5420668e-05 |
| 5,455 | Natural Language Data Management and Interfaces: Recent Development and Open Challenges | 2017 | SIGMOD | 5.4977219e-05 |
| 5,353 | An In-Depth Benchmarking of Text-to-SQL Systems | 2021 | SIGMOD | 5.5521332e-05 |
| 2,321 | DBPal: A Fully Pluggable NL2SQL Training Pipeline | 2020 | SIGMOD | 9.03609e-05 |
| 2,057 | From Natural Language Processing to Neural Databases | 2021 | VLDB | 9.6624862e-05 |
| 5,449 | Transformers for Tabular Data Representation: A Tutorial on Models and Applications | 2022 | VLDB | 5.5008652e-05 |
| 984 | Natural language to SQL: Where are we today? | 2020 | VLDB | 0.00014857465 |
| 5,281 | State of the Art and Open Challenges in Natural Language Interfaces to Data | 2020 | SIGMOD | 5.5896272e-05 |
| 10,837 | Natural Language to SQL: State of the Art and Open Problems | 2025 | VLDB | 4.1945683e-05 |
| 6,826 | Natural Language Interfaces for Databases with Deep Learning | 2023 | VLDB | 4.9142824e-05 |