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 |
|---|---|---|---|---|
| 3,666 | The Dawn of Natural Language to SQL: Are We Fully Ready? | 2024 | VLDB | 6.8606092e-05 |
| 4,630 | Knowledge Graphs 2021: A Data Odyssey | 2021 | VLDB | 6.030304e-05 |
| 4,916 | From BERT to GPT-3 Codex: Harnessing the Potential of Very Large Language Models for Data Management | 2022 | VLDB | 5.827729e-05 |
| 5,457 | Transformers for Tabular Data Representation: A Tutorial on Models and Applications | 2022 | VLDB | 5.4960654e-05 |
| 7,351 | Reliable Text-to-SQL with Adaptive Abstention | 2025 | SIGMOD | 4.7484027e-05 |
| 8,892 | Generation of Training Examples for Tabular Natural Language Inference | 2023 | SIGMOD | 4.4233018e-05 |
| 10,841 | Natural Language to SQL: State of the Art and Open Problems | 2025 | VLDB | 4.1905499e-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 |
|---|---|---|---|---|
| 205 | Constructing an Interactive Natural Language Interface for Relational Databases | 2015 | VLDB | 0.00034651121 |
| 535 | ATHENA: An Ontology-Driven System for Natural Language Querying over Relational Data Stores | 2016 | VLDB | 0.00020718836 |
| 2,325 | DBPal: A Fully Pluggable NL2SQL Training Pipeline | 2020 | SIGMOD | 9.0277894e-05 |
| 5,363 | An In-Depth Benchmarking of Text-to-SQL Systems | 2021 | SIGMOD | 5.5467941e-05 |
| 5,432 | Constructing Queries from Tokens | 1986 | SIGMOD | 5.5097961e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 8,340 | Deep Learning: Systems and Responsibility | 2021 | SIGMOD | 4.5381546e-05 |
| 5,462 | Natural Language Data Management and Interfaces: Recent Development and Open Challenges | 2017 | SIGMOD | 5.4924596e-05 |
| 5,363 | An In-Depth Benchmarking of Text-to-SQL Systems | 2021 | SIGMOD | 5.5467941e-05 |
| 2,325 | DBPal: A Fully Pluggable NL2SQL Training Pipeline | 2020 | SIGMOD | 9.0277894e-05 |
| 2,025 | From Natural Language Processing to Neural Databases | 2021 | VLDB | 9.7477788e-05 |
| 5,457 | Transformers for Tabular Data Representation: A Tutorial on Models and Applications | 2022 | VLDB | 5.4960654e-05 |
| 973 | Natural language to SQL: Where are we today? | 2020 | VLDB | 0.0001488435 |
| 5,282 | State of the Art and Open Challenges in Natural Language Interfaces to Data | 2020 | SIGMOD | 5.5846982e-05 |
| 10,841 | Natural Language to SQL: State of the Art and Open Problems | 2025 | VLDB | 4.1905499e-05 |
| 6,825 | Natural Language Interfaces for Databases with Deep Learning | 2023 | VLDB | 4.9095673e-05 |