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Based on Semantic Web technologies, knowledge graphs help users to discover information of interest by using live SPARQL services. Answer-seekers often examine intermediate results iteratively and modify SPARQL queries repeatedly in a…

Databases · Computer Science 2020-11-03 Xinyue Zhang , Meng Wang , Muhammad Saleem , Axel-Cyrille Ngonga Ngomo , Guilin Qi , Haofen Wang

Pioneered by Google's Pregel, many distributed systems have been developed for large-scale graph analytics. These systems expose the user-friendly "think like a vertex" programming interface to users, and exhibit good horizontal…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-01-26 Da Yan , James Cheng , M. Tamer Özsu , Fan Yang , Yi Lu , John C. S. Lui , Qizhen Zhang , Wilfred Ng

Within the Semantic Web community, SPARQL is one of the predominant languages to query and update RDF knowledge. However, the complexity of SPARQL, the underlying graph structure and various encodings are common sources of confusion for…

Databases · Computer Science 2022-02-07 Markus Schröder , Jörn Hees , Ansgar Bernardi , Daniel Ewert , Peter Klotz , Steffen Stadtmüller

Knowledge Graph Question Answering (KGQA) systems are based on machine learning algorithms, requiring thousands of question-answer pairs as training examples or natural language processing pipelines that need module fine-tuning. In this…

Artificial Intelligence · Computer Science 2022-02-03 Daniel Vollmers , Rricha Jalota , Diego Moussallem , Hardik Topiwala , Axel-Cyrille Ngonga Ngomo , Ricardo Usbeck

The Web of Data encourages organizations and companies to publish their data according to the Linked Data practices and offer SPARQL endpoints. On the other hand, the dominant standard for information exchange is XML. The SPARQL2XQuery…

Databases · Computer Science 2014-08-28 Nikos Bikakis , Chrisa Tsinaraki , Ioannis Stavrakantonakis , Stavros Christodoulakis

Generating complex, logically-sound SPARQL queries for multi-hop questions remains a critical bottleneck for Knowledge Graph Question Answering, as the brittle nature of one-shot generation by Large Language Models (LLMs) hinders reliable…

Artificial Intelligence · Computer Science 2025-11-18 Floris Vossebeld , Shenghui Wang

The Resource Description Framework (RDF) is a W3C standard for representing graph-structured data, and SPARQL is the standard query language for RDF. Recent advances in Information Extraction, Linked Data Management and the Semantic Web…

Databases · Computer Science 2015-04-21 Güneş Aluç , M. Tamer Özsu , Khuzaima Daudjee

We introduce Raqlet, a source-to-source compilation framework that addresses the fragmentation of recursive querying engines spanning relational (recursive SQL), graph (Cypher, GQL), and deductive (Datalog) systems. Recent standards such as…

Databases · Computer Science 2025-08-07 Amir Shaikhha , Youning Xia , Meisam Tarabkhah , Jazal Saleem , Anna Herlihy

In the real world datasets (e.g.,DBpedia query log), queries built on well-designed patterns containing only AND and OPT operators (for short, WDAO-patterns) account for a large proportion among all SPARQL queries. In this paper, we present…

Databases · Computer Science 2016-10-10 Xiaowang Zhang , Zhenyu Song , Zhiyong Feng , Xin Wang

Much like on-premises systems, the natural choice for running database analytics workloads in the cloud is to provision a cluster of nodes to run a database instance. However, analytics workloads are often bursty or low volume, leaving…

Databases · Computer Science 2019-11-27 Matthew Perron , Raul Castro Fernandez , David DeWitt , Samuel Madden

Graph database query languages cannot express algorithms like PageRank, forcing costly data wrangling, while existing solutions such as algorithm libraries, vertex-centric APIs, and recursive CTEs lack the necessary combination of…

A lot of sensor network applications are data-driven. We believe that query is the most preferred way to discover sensor services. Normally users are unaware of available sensors. Thus users need to pose different types of query over the…

Information Retrieval · Computer Science 2012-08-21 A. F. M. Sultanul Kabir , Mohammad Saiful Islam Mamun

Current "data deluge" has flooded the Web of Data with very large RDF datasets. They are hosted and queried through SPARQL endpoints which act as nodes of a semantic net built on the principles of the Linked Data project. Although this is a…

Information Retrieval · Computer Science 2011-05-23 Sandra Álvarez-García , Nieves R. Brisaboa , Javier D. Fernández , Miguel A. Martínez-Prieto

Semantic Web technology has successfully facilitated many RDF models with rich data representation methods. It also has the potential ability to represent and store multimodal knowledge bases such as multimodal scene graphs. However, most…

Databases · Computer Science 2022-09-08 Yanzeng Li , Zilong Zheng , Wenjuan Han , Lei Zou

Finding a good query plan is key to the optimization of query runtime. This holds in particular for cost-based federation engines, which make use of cardinality estimations to achieve this goal. A number of studies compare SPARQL federation…

Databases · Computer Science 2021-04-05 Umair Qudus , Muhammad Saleem , Axel-Cyrille Ngonga Ngomo , Young-koo Lee

There is increasing evidence that question-answering (QA) systems with Large Language Models (LLMs), which employ a knowledge graph/semantic representation of an enterprise SQL database (i.e. Text-to-SPARQL), achieve higher accuracy…

Artificial Intelligence · Computer Science 2024-05-21 Dean Allemang , Juan Sequeda

LLMs have recently shown strong potential in enhancing node-level tasks on text-attributed graphs (TAGs) by providing explanation features. However, their practical use is severely limited by the high computational and monetary cost of…

Databases · Computer Science 2026-05-27 Yangzhe Peng , Haiquan Qiu , Quanming Yao , Kun He

Graph query services (GQS) are widely used today to interactively answer graph traversal queries on large-scale graph data. Existing graph query engines focus largely on optimizing the latency of a single query. This ignores significant…

Databases · Computer Science 2022-02-28 Li Su , Xiaoming Qin , Zichao Zhang , Rui Yang , Le Xu , Indranil Gupta , Wenyuan Yu , Kai Zeng , Jingren Zhou

We show how to achieve fast autocompletion for SPARQL queries on very large knowledge bases. At any position in the body of a SPARQL query, the autocompletion suggests matching subjects, predicates, or objects. The suggestions are…

Databases · Computer Science 2021-05-03 Hannah Bast , Johannes Kalmbach , Theresa Klumpp , Florian Kramer , Niklas Schnelle

The Triple Pattern Fragment (TPF) interface is a recent proposal for reducing server load in Web-based approaches to execute SPARQL queries over public RDF datasets. The price for less overloaded servers is a higher client-side load and a…

Databases · Computer Science 2016-08-31 Olaf Hartig , Carlos Buil-Aranda
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