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ATHENA: An Ontology-Driven System for Natural Language Querying over Relational Data Stores

Summary: ATHENA: ontology-driven NLQ over relational stores. A two-stage NLQ→OQL→SQL pipeline decouples semantic view from physical schema; ontology-driven reasoning yields 100% precision on GEO/MAS and 99% on FIN with ~88% recall across workloads. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
11232
Venue
VLDB
Year
2016
Pagerank
0.00020718836
Overall Rank
535 | 96.29%
DOI
-

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Incoming Citations (Sorted by Pagerank)

Showing 43 of 43 citing papers.

Rank Citing Paper Year Venue Pagerank
973 Natural language to SQL: Where are we today? 2020 VLDB 0.0001488435
1,421 Duoquest: A Dual-Specification System for Expressive SQL Queries 2020 SIGMOD 0.00012052759
1,631 CodexDB: Synthesizing Code for Query Processing from Natural Language Instructions using GPT-3 Codex 2022 VLDB 0.00011071662
1,731 CatSQL: Towards Real World Natural Language to SQL Applications 2023 VLDB 0.00010723825
2,325 DBPal: A Fully Pluggable NL2SQL Training Pipeline 2020 SIGMOD 9.0277894e-05
2,435 ScienceBenchmark: A Complex Real-World Benchmark for Evaluating Natural Language to SQL Systems 2024 VLDB 8.8218963e-05
2,819 DBPal: A Learned NL-Interface for Databases 2018 SIGMOD 8.0668406e-05
2,987 NL2SQL is a solved problem... Not! 2024 CIDR 7.77529e-05
3,506 MT-TeQL: Evaluating and Augmenting Neural NLIDB on Real-world Linguistic and Schema Variations 2022 VLDB 7.0301746e-05
3,632 Ava: From Data to Insights Through Conversation 2017 CIDR 6.8961387e-05
3,636 A Deep Dive into Deep Learning Approaches for Text-to-SQL Systems 2021 SIGMOD 6.8920532e-05
4,974 Verifying Text Summaries of Relational Data Sets 2019 SIGMOD 5.7877104e-05
5,282 State of the Art and Open Challenges in Natural Language Interfaces to Data 2020 SIGMOD 5.5846982e-05
5,363 An In-Depth Benchmarking of Text-to-SQL Systems 2021 SIGMOD 5.5467941e-05
5,462 Natural Language Data Management and Interfaces: Recent Development and Open Challenges 2017 SIGMOD 5.4924596e-05
5,506 Can Large Language Models Predict Data Correlations from Column Names? 2023 VLDB 5.4711611e-05
5,535 SpeakQL: Towards Speech-driven Multimodal Querying of Structured Data 2020 SIGMOD 5.4552771e-05
5,999 DataChat: An Intuitive and Collaborative Data Analytics Platform 2023 SIGMOD 5.2365238e-05
6,011 Data Vocalization with CiceroDB 2019 CIDR 5.2365238e-05
6,762 Natural Language Querying of Complex Business Intelligence Queries 2019 SIGMOD 4.929789e-05
7,351 Reliable Text-to-SQL with Adaptive Abstention 2025 SIGMOD 4.7484027e-05
7,719 Bootstrapping an End-to-End Natural Language Interface for Databases 2019 SIGMOD 4.6638505e-05
7,730 AggChecker: A Fact-Checking System for Text Summaries of Relational Data Sets 2019 VLDB 4.6613872e-05
8,463 Creation and Interaction with Large-scale Domain-Specific Knowledge Bases 2017 VLDB 4.5004832e-05
8,612 The Case for NLP-Enhanced Database Tuning: Towards Tuning Tools that "Read the Manual" 2021 VLDB 4.4807455e-05
8,679 FormaT5: Abstention and Examples for Conditional Table Formatting with Natural Language 2024 VLDB 4.4644049e-05
8,801 Constructing Expressive Relational Queries with Dual-Specification Synthesis 2020 CIDR 4.4437822e-05
8,997 Towards Enhancing Database Education: Natural Language Generation Meets Query Execution Plans 2021 SIGMOD 4.4090643e-05
9,035 Sphinteract: Resolving Ambiguities in NL2SQL Through User Interaction 2025 VLDB 4.3997447e-05
9,151 The Power of Constraints in Natural Language to SQL Translation 2025 VLDB 4.380727e-05
10,099 PLForge: Enhancing Language Models for Natural Language to Procedural Extensions of SQL 2026 SIGMOD 4.1905499e-05
10,446 Demonstrating CEDAR: A System for Cost-Efficient Data-Driven Claim Verification 2025 SIGMOD 4.1905499e-05
10,753 CEDAR: A System for Cost-Efficient Data-Driven Claim Verification 2025 VLDB 4.1905499e-05
10,768 ParSEval: Plan-aware Test Database Generation for SQL Equivalence Evaluation 2025 VLDB 4.1905499e-05
10,790 Towards Automated Cross-domain Exploratory Data Analysis through Large Language Models 2025 VLDB 4.1905499e-05
11,463 Demonstrating Robust Voice Querying with MUVE: Optimally Visualizing Results of Phonetically Similar Queries 2021 SIGMOD 4.1905499e-05
11,510 Robust Voice Querying with MUVE: Optimally Visualizing Results of Phonetically Similar Queries 2021 VLDB 4.1905499e-05
11,544 DBTagger: Multi-Task Learning for Keyword Mapping in NLIDBs Using Bi-Directional Recurrent Neural Networks 2021 VLDB 4.1905499e-05
11,555 Toward Pure Natural Language Interaction with Databases 2020 CIDR 4.1905499e-05
11,594 An Ontology-Based Conversation System for Knowledge Bases 2020 SIGMOD 4.1905499e-05
11,665 NEURON: Query Execution Plan Meets Natural Language Processing For Augmenting DB Education 2019 SIGMOD 4.1905499e-05
11,720 An Ontology based Dialog Interface to Database 2018 SIGMOD 4.1905499e-05
11,745 Tooling Framework for Instantiating Natural Language Querying System 2018 VLDB 4.1905499e-05
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