From Natural Language Processing to Neural Databases

Summary: Neural databases use NLP transformers as localized query engines over natural-language facts. NeuralDB achieves SPJ over thousands of NL facts with high accuracy, yet faces scalability, set-based/aggregation gaps, motivating DB-NLP fusion research. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 12295
Venue: VLDB
Year: 2021
Pagerank: 9.7477788e-05
Overall Rank: 2,025 | 85.93%
DOI: 10.14778/3447689.3447706

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 10 of 10 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
997	CAESURA: Language Models as Multi-Modal Query Planners	2024	CIDR	0.00014726927
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
5,429	Logical and Physical Optimizations for SQL Query Execution over Large Language Models	2025	SIGMOD	5.511638e-05
5,506	Can Large Language Models Predict Data Correlations from Column Names?	2023	VLDB	5.4711611e-05
6,798	DTT: An Example-Driven Tabular Transformer for Joinability by Leveraging Large Language Models	2024	SIGMOD	4.9186164e-05
9,152	Doctopus: Budget-aware Structural Table Extraction from Unstructured Documents	2025	VLDB	4.380727e-05
9,405	TabulaX: Leveraging Large Language Models for Multi-Class Table Transformations	2025	VLDB	4.3399748e-05
10,758	QUEST: Query Optimization in Unstructured Document Analysis	2025	VLDB	4.1905499e-05
11,350	Pythia: Unsupervised Generation of Ambiguous Textual Claims from Relational Data	2022	SIGMOD	4.1905499e-05

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
101	The Case for Learned Index Structures	2018	SIGMOD	0.00049778866
205	Constructing an Interactive Natural Language Interface for Relational Databases	2015	VLDB	0.00034651121
219	Deep Entity Matching with Pre-Trained Language Models	2021	VLDB	0.00033354456
293	Deep Learning for Entity Matching: A Design Space Exploration	2018	SIGMOD	0.00028661817
1,198	Crossing the Structure Chasm	2003	CIDR	0.00013360548

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Overall Rank	Paper	Year	Venue	Pagerank
4,853	Provenance for Natural Language Queries	2017	VLDB	5.8711821e-05
3,506	MT-TeQL: Evaluating and Augmenting Neural NLIDB on Real-world Linguistic and Schema Variations	2022	VLDB	7.0301746e-05
11,555	Toward Pure Natural Language Interaction with Databases	2020	CIDR	4.1905499e-05
2,987	NL2SQL is a solved problem... Not!	2024	CIDR	7.77529e-05
3,636	A Deep Dive into Deep Learning Approaches for Text-to-SQL Systems	2021	SIGMOD	6.8920532e-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