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Text-to-SQL and Big Data are both extensively benchmarked fields, yet there is limited research that evaluates them jointly. In the real world, Text-to-SQL systems are often embedded with Big Data workflows, such as large-scale data…

Databases · Computer Science 2026-04-30 Germán T. Eizaguirre , Lars Tissen , Marc Sánchez-Artigas

Database system architectures are undergoing revolutionary changes. Algorithms and data are being unified by integrating programming languages with the database system. This gives an extensible object-relational system where non-procedural…

Databases · Computer Science 2007-05-23 Jim Gray

Natural Language to SQL systems (NL-to-SQL) have recently shown a significant increase in accuracy for natural language to SQL query translation. This improvement is due to the emergence of transformer-based language models, and the…

Addressing the mismatch between natural language descriptions and the corresponding SQL queries is a key challenge for text-to-SQL translation. To bridge this gap, we propose an SQL intermediate representation (IR) called Natural SQL…

Computation and Language · Computer Science 2021-09-14 Yujian Gan , Xinyun Chen , Jinxia Xie , Matthew Purver , John R. Woodward , John Drake , Qiaofu Zhang

The performance of database management systems (DBMS) is traditionally evaluated using benchmarks that focus on workloads with (almost) fixed record lengths. However, some real-world workloads in key/value stores, document databases, and…

Databases · Computer Science 2025-08-12 Danushka Liyanage , Shubham Pandey , Joshua Goldstein , Michael Cahill , Akon Dey , Alan Fekete , Uwe Röhm

In this paper we describe the support for data feed ingestion in AsterixDB, an open-source Big Data Management System (BDMS) that provides a platform for storage and analysis of large volumes of semi-structured data. Data feeds are a…

Databases · Computer Science 2014-05-08 Raman Grover , Michael J. Carey

The Database field is undergoing significant changes. Although relational systems are still predominant, the interest in NoSQL systems is continuously increasing. In this scenario, polyglot persistence is envisioned as the database…

Databases · Computer Science 2025-10-24 Carlos J. Fernández Candel , Diego Sevilla Ruiz , Jesús J. García-Molina

With the advent of Internet of Things (IoT) and Web 2.0 technologies, there has been a tremendous growth in the amount of data generated. This chapter emphasizes on the need for big data, technological advancements, tools and techniques…

Databases · Computer Science 2017-05-16 Abhay Bhadani , Dhanya Jothimani

Nowadays most of the cloud applications process large amount of data to provide the desired results. Data volumes to be processed by cloud applications are growing much faster than computing power. This growth demands new strategies for…

Distributed, Parallel, and Cluster Computing · Computer Science 2012-07-05 B. Thirumala Rao , N. V. Sridevi , V. Krishna Reddy , L. S. S. Reddy

Relational databases play a central role in many information systems. Their schema contains structural (e.g. tables and columns) and behavioral (e.g. stored procedures or views) entity descriptions. Then, just like for ``normal'' software,…

Software Engineering · Computer Science 2024-04-15 Anne Etien , Nicolas Anquetil

Recent advancements in large language models (LLMs) have significantly improved Natural Language to SQL (NL2SQL) tasks, yet most NL2SQL systems continue to rely on the autoregressive (AR) paradigm. The highly structured nature of SQL makes…

Databases · Computer Science 2026-05-28 Peixian Ma , Xialie Zhuang , Jiantao Tan , Changlun Li , Ruirui Chen , Chengwei Qin

Hive is the most mature and prevalent data warehouse tool providing SQL-like interface in the Hadoop ecosystem. It is successfully used in many Internet companies and shows its value for big data processing in traditional industries.…

Databases · Computer Science 2014-12-02 Songlin Hu , Wantao Liu , Tilmann Rabl , Shuo Huang , Ying Liang , Zheng Xiao , Hans-Arno Jacobsen , Xubin Pei , Jiye Wang

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

Increasing resource demands require relational databases to scale. While relational databases are well suited for vertical scaling, specialized hardware can be expensive. Conversely, emerging NewSQL and NoSQL data stores are designed to…

Databases · Computer Science 2017-10-06 Ashish Tapdiya , Yuan Xue , Daniel Fabbri

Blockchain technology is a Distributed Ledger Technology mainly used to store information in an immutable and secure way, but scalability and throughput issues are major challenges. Integration of the NoSQL paradigm within a Blockchain…

Software Engineering · Computer Science 2023-05-26 Federico Carrozzino , Marco Fiore , Marina Mongiello

NoSQL systems are a new generation of databases that aim to handle a large volume of data. However there is a large set of NoSQL systems, each has its own characteristics. Consequently choosing the suitable NoSQL system to handle Tweets is…

Software Engineering · Computer Science 2020-05-05 Souad Amghar , Safae Cherdal , Salma Mouline

We recently proposed a new cluster operating system stack, DBOS, centered on a DBMS. DBOS enables unique support for ML applications by encapsulating ML code within stored procedures, centralizing ancillary ML data, providing security built…

Cryptography and Security · Computer Science 2022-08-11 Robert Redmond , Nathan W. Weckwerth , Brian S. Xia , Qian Li , Peter Kraft , Deeptaanshu Kumar , Çağatay Demiralp , Michael Stonebraker

This paper presents a scalable web-based platform called Node Scala which allows to split and handle requests on a parallel distributed system according to pre-defined use cases. We applied this platform to a client application that…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-09-16 Ahmad Maatouki , Marek Szuba , Jörg Meyer , Achim Streit

Management and analysis of big data are systematically associated with a data distributed architecture in the Hadoop and now Spark frameworks. This article offers an introduction for statisticians to these technologies by comparing the…

Applications · Statistics 2016-10-03 Philippe Besse , Brendan Guillouet , Jean-Michel Loubes

Big Data, Cloud computing, Cloud Database Management techniques, Data Science and many more are the fantasizing words which are the future of IT industry. For all the new techniques one common thing is that they deal with Data, not just…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-03-29 Shweta Malhotra , Mohammad Najmud Doja , Bashir Alam , Mansaf Alam
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