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Related papers: GQL and SQL/PGQ: Theoretical Models and Expressive…

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The development of practical query languages for graph databases runs well ahead of the underlying theory. The ISO committee in charge of database query languages is currently developing a new standard called Graph Query Language (GQL) as…

SQL/PGQ is the emerging ISO standard for querying property graphs defined as views over relational data. We formalize its expressive power across three fragments: the read-only core, the read-write extension, and an extended variant with…

Databases · Computer Science 2025-10-09 Hadar Rotschield , Liat Peterfreund

GQL has recently emerged as the standard query language over graph databases (particularly, the property graph model). Indeed, this is analogous to the role of SQL for relational databases. Unlike SQL, however, fundamental problems…

Databases · Computer Science 2025-10-23 Diego Figueira , Anthony W. Lin , Liat Peterfreund

As graph databases become widespread, JTC1 -- the committee in joint charge of information technology standards for the International Organization for Standardization (ISO), and International Electrotechnical Commission (IEC) -- has…

Property graphs have reached a high level of maturity, witnessed by multiple robust graph database systems as well as the ongoing ISO standardization effort aiming at creating a new standard Graph Query Language (GQL). Yet, despite…

Graph databases are gaining momentum thanks to the flexibility and expressiveness of their data models and query languages. A standardization activity driven by the ISO/IEC standardization body is also ongoing and has already conducted to…

Databases · Computer Science 2024-10-15 Renzo Angles , Angela Bonifati , Roberto García , Domagoj Vrgoč

We present the first principled and systematic study of the expressive power of property graph constraint languages, focused on the recent PG-Keys language, set to inform the upcoming revision of the GQL standard. To this end, we position…

Databases · Computer Science 2026-03-11 Stefania Dumbrava , Nadime Francis , Victor Marsault , Steven Sailly

SQL/PGQ is a new standard that integrates graph querying into relational systems, allowing users to freely switch between graph patterns and SQL. Our experiments show performance gaps between these models, as queries written in both…

Databases · Computer Science 2025-05-13 Hadar Rotschield , Liat Peterfreund

While current tasks of converting natural language to SQL (NL2SQL) using Foundation Models have shown impressive achievements, adapting these approaches for converting natural language to Graph Query Language (NL2GQL) encounters hurdles due…

Computation and Language · Computer Science 2024-07-02 Yuhang Zhou , Yu He , Siyu Tian , Yuchen Ni , Zhangyue Yin , Xiang Liu , Chuanjun Ji , Sen Liu , Xipeng Qiu , Guangnan Ye , Hongfeng Chai

Modern property graph database query languages such as Cypher, PGQL, GSQL, and the standard GQL draw inspiration from the formalism of regular path queries (RPQs). In order to output walks explicitly, they depart from the classical and…

Databases · Computer Science 2026-02-13 Victor Marsault , Antoine Meyer

With the increased adoption of process mining, there is also a need for practical solutions that work at industry scales. In this context, process querying methods (PQMs) have emerged as an important tool for drawing inferences from event…

Databases · Computer Science 2024-07-25 Timotheus Kampik , Cem Okulmus

The methods to access large relational databases in a distributed system are well established: the relational query language SQL often serves as a language for data access and manipulation, and in addition public interfaces are exposed…

Databases · Computer Science 2017-01-04 Falco Nogatz , Dietmar Seipel

Work on knowledge graphs and graph-based data management often focus either on declarative graph query languages or on frameworks for graph analytics, where there has been little work in trying to combine both approaches. However, many…

Databases · Computer Science 2020-04-07 Aidan Hogan , Juan Reutter , Adrian Soto

The purpose of predictive modeling on relational data is to predict future or missing values in a relational database, for example, future purchases of a user, risk of readmission of the patient, or the likelihood that a financial…

This paper reviews the changes for database technology represented by the current development of the draft international standard ISO 39075 (Database Languages - GQL), which seeks a unified specification for property graphs and knowledge…

Databases · Computer Science 2024-07-09 Malcolm Crowe , Fritz Laux

In recent years, research on transforming natural language into graph query language (NL2GQL) has been increasing. Most existing methods focus on single-turn transformation from NL to GQL. In practical applications, user interactions with…

Artificial Intelligence · Computer Science 2025-08-05 Yuanyuan Liang , Lei Pan , Tingyu Xie , Yunshi Lan , Weining Qian

Pattern matching of core GQL, the new ISO standard for querying property graphs, cannot check whether edge values are increasing along a path, as established in recent work. We present a constructive translation that overcomes this…

Databases · Computer Science 2026-01-05 Hadar Rotschield , Liat Peterfreund

Graph models are fundamental to data analysis in domains rich with complex relationships. Text-to-Graph-Query-Language (Text-to-GQL) systems act as a translator, converting natural language into executable graph queries. This capability…

Artificial Intelligence · Computer Science 2026-02-13 Songlin Lyu , Lujie Ban , Zihang Wu , Tianqi Luo , Jirong Liu , Chenhao Ma , Yuyu Luo , Nan Tang , Shipeng Qi , Heng Lin , Yongchao Liu , Chuntao Hong

Graph database query languages feature expressive, yet computationally expensive pattern matching capabilities. Answering optional query clauses in SPARQL for instance renders the query evaluation problem immediately Pspace-complete.…

Databases · Computer Science 2018-10-23 Stephan Mennicke , Jan-Christoph Kalo , Denis Nagel , Hermann Kroll , Wolf-Tilo Balke

Graph Databases (Graph DB) find extensive application across diverse domains such as finance, social networks, and medicine. Yet, the translation of Natural Language (NL) into the Graph Query Language (GQL), referred to as NL2GQL, poses…

Computation and Language · Computer Science 2024-09-06 Yuanyuan Liang , Keren Tan , Tingyu Xie , Wenbiao Tao , Siyuan Wang , Yunshi Lan , Weining Qian
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