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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
11231
Venue
VLDB
Year
2016
Pagerank
0.00020727678
Overall Rank
535 | 96.28%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 43 of 43 citing papers.

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984 Natural language to SQL: Where are we today? 2020 VLDB 0.00014857465
1,430 Duoquest: A Dual-Specification System for Expressive SQL Queries 2020 SIGMOD 0.00012031061
1,643 CodexDB: Synthesizing Code for Query Processing from Natural Language Instructions using GPT-3 Codex 2022 VLDB 0.0001104256
1,732 CatSQL: Towards Real World Natural Language to SQL Applications 2023 VLDB 0.00010732004
2,321 DBPal: A Fully Pluggable NL2SQL Training Pipeline 2020 SIGMOD 9.03609e-05
2,433 ScienceBenchmark: A Complex Real-World Benchmark for Evaluating Natural Language to SQL Systems 2024 VLDB 8.8285962e-05
2,816 DBPal: A Learned NL-Interface for Databases 2018 SIGMOD 8.0694738e-05
2,988 NL2SQL is a solved problem... Not! 2024 CIDR 7.7761714e-05
3,501 MT-TeQL: Evaluating and Augmenting Neural NLIDB on Real-world Linguistic and Schema Variations 2022 VLDB 7.0366785e-05
3,617 Ava: From Data to Insights Through Conversation 2017 CIDR 6.9091789e-05
3,635 A Deep Dive into Deep Learning Approaches for Text-to-SQL Systems 2021 SIGMOD 6.8981006e-05
4,972 Verifying Text Summaries of Relational Data Sets 2019 SIGMOD 5.7931494e-05
5,281 State of the Art and Open Challenges in Natural Language Interfaces to Data 2020 SIGMOD 5.5896272e-05
5,353 An In-Depth Benchmarking of Text-to-SQL Systems 2021 SIGMOD 5.5521332e-05
5,455 Natural Language Data Management and Interfaces: Recent Development and Open Challenges 2017 SIGMOD 5.4977219e-05
5,509 Can Large Language Models Predict Data Correlations from Column Names? 2023 VLDB 5.4703368e-05
5,523 SpeakQL: Towards Speech-driven Multimodal Querying of Structured Data 2020 SIGMOD 5.4605231e-05
5,995 DataChat: An Intuitive and Collaborative Data Analytics Platform 2023 SIGMOD 5.2415551e-05
6,007 Data Vocalization with CiceroDB 2019 CIDR 5.2415551e-05
6,762 Natural Language Querying of Complex Business Intelligence Queries 2019 SIGMOD 4.9345125e-05
7,354 Reliable Text-to-SQL with Adaptive Abstention 2025 SIGMOD 4.7529612e-05
7,721 Bootstrapping an End-to-End Natural Language Interface for Databases 2019 SIGMOD 4.6683091e-05
7,731 AggChecker: A Fact-Checking System for Text Summaries of Relational Data Sets 2019 VLDB 4.6658615e-05
8,467 Creation and Interaction with Large-scale Domain-Specific Knowledge Bases 2017 VLDB 4.504802e-05
8,615 The Case for NLP-Enhanced Database Tuning: Towards Tuning Tools that "Read the Manual" 2021 VLDB 4.484683e-05
8,683 FormaT5: Abstention and Examples for Conditional Table Formatting with Natural Language 2024 VLDB 4.4686885e-05
8,802 Constructing Expressive Relational Queries with Dual-Specification Synthesis 2020 CIDR 4.4480274e-05
8,990 Towards Enhancing Database Education: Natural Language Generation Meets Query Execution Plans 2021 SIGMOD 4.413295e-05
9,032 Sphinteract: Resolving Ambiguities in NL2SQL Through User Interaction 2025 VLDB 4.4039656e-05
9,151 The Power of Constraints in Natural Language to SQL Translation 2025 VLDB 4.3849295e-05
10,099 PLForge: Enhancing Language Models for Natural Language to Procedural Extensions of SQL 2026 SIGMOD 4.1945683e-05
10,436 Demonstrating CEDAR: A System for Cost-Efficient Data-Driven Claim Verification 2025 SIGMOD 4.1945683e-05
10,747 CEDAR: A System for Cost-Efficient Data-Driven Claim Verification 2025 VLDB 4.1945683e-05
10,762 ParSEval: Plan-aware Test Database Generation for SQL Equivalence Evaluation 2025 VLDB 4.1945683e-05
10,784 Towards Automated Cross-domain Exploratory Data Analysis through Large Language Models 2025 VLDB 4.1945683e-05
11,460 Demonstrating Robust Voice Querying with MUVE: Optimally Visualizing Results of Phonetically Similar Queries 2021 SIGMOD 4.1945683e-05
11,506 Robust Voice Querying with MUVE: Optimally Visualizing Results of Phonetically Similar Queries 2021 VLDB 4.1945683e-05
11,540 DBTagger: Multi-Task Learning for Keyword Mapping in NLIDBs Using Bi-Directional Recurrent Neural Networks 2021 VLDB 4.1945683e-05
11,551 Toward Pure Natural Language Interaction with Databases 2020 CIDR 4.1945683e-05
11,590 An Ontology-Based Conversation System for Knowledge Bases 2020 SIGMOD 4.1945683e-05
11,660 NEURON: Query Execution Plan Meets Natural Language Processing For Augmenting DB Education 2019 SIGMOD 4.1945683e-05
11,714 An Ontology based Dialog Interface to Database 2018 SIGMOD 4.1945683e-05
11,737 Tooling Framework for Instantiating Natural Language Querying System 2018 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

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