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Translating natural language questions into SQL queries, known as text-to-SQL, is a long-standing research problem. Effective text-to-SQL synthesis can become very challenging due to (i) the extensive size of database catalogs (descriptions…

Machine Learning · Computer Science 2024-11-27 Shayan Talaei , Mohammadreza Pourreza , Yu-Chen Chang , Azalia Mirhoseini , Amin Saberi

The relational data model was designed to facilitate large-scale data management and analytics. We consider the problem of how to differentiate computations expressed relationally. We show experimentally that a relational engine running an…

Machine Learning · Computer Science 2023-06-08 Yuxin Tang , Zhimin Ding , Dimitrije Jankov , Binhang Yuan , Daniel Bourgeois , Chris Jermaine

Good database design is crucial to obtain a sound, consistent database, and - in turn - good database design methodologies are the best way to achieve the right design. These methodologies are taught to most Computer Science undergraduates,…

Databases · Computer Science 2012-10-03 Antonio Badia , Daniel Lemire

Text-to-SQL generation aims to translate natural language questions into SQL statements. In Text-to-SQL based on large language models, schema linking is a widely adopted strategy to streamline the input for LLMs by selecting only relevant…

Computation and Language · Computer Science 2024-11-27 Zhenbiao Cao , Yuanlei Zheng , Zhihao Fan , Xiaojin Zhang , Wei Chen , Xiang Bai

Up until recently, relational databases were considered as the de-facto technology for persisting and managing large volumes of data. This came to change with the emergence of enterprises producing extremely large datasets and having…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-10-15 Sebastian Scholze , Fulya Feryal Horozal , Marie-Saphira Flug , Ana Teresa Correia

Performance tuning of Database Management Systems(DBMS) is both complex and challenging as it involves identifying and altering several key performance tuning parameters. The quality of tuning and the extent of performance enhancement…

Databases · Computer Science 2010-05-07 S. F. Rodd , U. P. Kulkarni

Analytical database systems are typically designed to use a column-first data layout to access only the desired fields. On the other hand, storing data row-first works great for accessing, inserting, or updating entire rows. Transforming…

Implementing concurrent data structures is challenging and requires a deep understanding of concurrency concepts and careful design to ensure correctness, performance, and scalability. Further, composing operations on two or more concurrent…

Financial transactions, internet search, and data analysis are all placing increasing demands on databases. SQL, NoSQL, and NewSQL databases have been developed to meet these demands and each offers unique benefits. SQL, NoSQL, and NewSQL…

Databases · Computer Science 2018-12-17 Hayden Jananthan , Ziqi Zhou , Vijay Gadepally , Dylan Hutchison , Suna Kim , Jeremy Kepner

Large language models (LLMs) have become essential for applications such as text summarization, sentiment analysis, and automated question-answering. Recently, LLMs have also been integrated into relational database management systems to…

Databases · Computer Science 2025-08-29 Kerem Akillioglu , Anurag Chakraborty , Sairaj Voruganti , M. Tamer Özsu

The digital transformation of companies has led to the evolution of databases towards Big Data. Our work is part of this context and concerns more particularly the mechanisms to extract datasets stored in a Data Lake and to store the data…

Databases · Computer Science 2022-03-15 Fatma Abdelhedi , Rym Jemmali , Gilles Zurfluh

Data-intensive applications are becoming commonplace in all science disciplines. They are comprised of a rich set of sub-domains such as data engineering, deep learning, and machine learning. These applications are built around efficient…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-08-16 Vibhatha Abeykoon , Supun Kamburugamuve , Chathura Widanage , Niranda Perera , Ahmet Uyar , Thejaka Amila Kanewala , Gregor von Laszewski , Geoffrey Fox

Database research and development often require a large number of SQL queries for benchmarking purposes. However, acquiring real-world SQL queries is challenging due to privacy concerns, and existing SQL generation methods are limited in…

Databases · Computer Science 2025-12-03 Jiale Lao , Immanuel Trummer

In today's world data is being generated at a high rate due to which it has become inevitable to analyze and quickly get results from this data. Most of the relational databases primarily support SQL querying with a limited support for…

Databases · Computer Science 2021-04-08 Alex Watson , Suvam Kumar Das , Suprio Ray

The business model represents an increasingly important management concept. However, progress in research related to the concept is currently inhibited from inconsistencies in terms of formalizing and therewith also empirically measuring…

Computers and Society · Computer Science 2015-03-05 Fredrik Hacklin , Nobuaki Minato , Toma Kobayashi

During the last few years, the explosion of Big Data has prompted cloud infrastructures to provide cloud-based database services as cost effective, efficient and scalable solutions to store and process large volume of data. Hence, NoSQL…

Databases · Computer Science 2021-07-06 G. Dumindu Samaraweera , J. Morris Chang

Deterministic databases enable scalable replicated systems by executing transactions in a predetermined order. However, existing designs fail to capture transaction dependencies, leading to insufficient scheduling, high abort rates, and…

Databases · Computer Science 2025-09-03 Junfang Huang , Yu Yan , Hongzhi Wang , Yingze Li , Jinghan Lin

Real-time data analysis and management are increasingly critical for today`s businesses. SQL is the de facto lingua franca for these endeavors, yet support for robust streaming analysis and management with SQL remains limited. Many…

Databases · Computer Science 2019-05-30 Edmon Begoli , Tyler Akidau , Fabian Hueske , Julian Hyde , Kathryn Knight , Kenneth Knowles

SQL is a central component of any database course. Despite the small number of SQL commands, students struggle to practice the concepts. To overcome this challenge, we developed an intelligent tutoring system (ITS) to guide the learning…

Computers and Society · Computer Science 2023-11-21 Sören Aguirre Reid , Frank Kammer , Johannes Kunz , Timon Pellekoorne , Markus Siepermann , Jonas Wölfer

Relational databases are among the most widely used architectures to store massive amounts of data in the modern world. However, there is a barrier between these databases and the average user. The user often lacks the knowledge of a query…

Artificial Intelligence · Computer Science 2021-03-08 Debaditya Pal , Harsh Sharma , Kaustubh Chaudhari