Natural Language Interfaces for Databases with Deep Learning
Summary: Tutorial and taxonomy of deep‑learning approaches for NL→relational DBs, unifying Text‑to‑SQL, SQL‑to‑Text and Data‑to‑Text and surveying the benchmarks that drove recent progress. Pinpoints evaluation gaps and the challenge of integrating these tasks into robust end‑to‑end conversational DB systems, outlining research directions to bridge task silos. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
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Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 9,234 | Is Long Context All You Need? Leveraging LLM's Extended Context for NL2SQL | 2025 | VLDB | 4.3690661e-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 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 |
|---|---|---|---|---|
| 1,673 | λόγος: A System for Translating Queries into Narratives | 2012 | SIGMOD | 0.00010948717 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,321 | DBPal: A Fully Pluggable NL2SQL Training Pipeline | 2020 | SIGMOD | 9.03609e-05 |
| 5,449 | Transformers for Tabular Data Representation: A Tutorial on Models and Applications | 2022 | VLDB | 5.5008652e-05 |
| 7,721 | Bootstrapping an End-to-End Natural Language Interface for Databases | 2019 | SIGMOD | 4.6683091e-05 |
| 11,551 | Toward Pure Natural Language Interaction with Databases | 2020 | CIDR | 4.1945683e-05 |
| 2,057 | From Natural Language Processing to Neural Databases | 2021 | VLDB | 9.6624862e-05 |
| 984 | Natural language to SQL: Where are we today? | 2020 | VLDB | 0.00014857465 |
| 5,455 | Natural Language Data Management and Interfaces: Recent Development and Open Challenges | 2017 | SIGMOD | 5.4977219e-05 |
| 10,837 | Natural Language to SQL: State of the Art and Open Problems | 2025 | VLDB | 4.1945683e-05 |
| 5,281 | State of the Art and Open Challenges in Natural Language Interfaces to Data | 2020 | SIGMOD | 5.5896272e-05 |
| 3,635 | A Deep Dive into Deep Learning Approaches for Text-to-SQL Systems | 2021 | SIGMOD | 6.8981006e-05 |