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Relational database management systems (RDBMSs) are powerful because they are able to optimize and answer queries against any relational database. A natural language interface (NLI) for a database, on the other hand, is tailored to support…

人工智能 · 计算机科学 2018-09-11 Wenlu Wang , Yingtao Tian , Hongyu Xiong , Haixun Wang , Wei-Shinn Ku

Traditional DBMSs execute user- or application-provided SQL queries over relational data with strong semantic guarantees and advanced query optimization, but writing complex SQL is hard and focuses only on structured tables. Contemporary…

数据库 · 计算机科学 2025-12-15 Guorui Xiao , Enhao Zhang , Nicole Sullivan , Will Hansen , Magdalena Balazinska

The rise of distributed applications and cloud computing has created a demand for scalable, high-performance key-value storage systems. This paper presents a performance evaluation of three prominent NoSQL key-value stores: Redis,…

数据库 · 计算机科学 2025-10-13 Deep Bodra , Sushil Khairnar

The success of SQL, NoSQL, and NewSQL databases is a reflection of their ability to provide significant functionality and performance benefits for specific domains, such as financial transactions, internet search, and data analysis. The…

In today world, organizations like Google, Yahoo, Amazon, Facebook etc. are facing drastic increase in data. This leads to the problem of capturing, storing, managing and analyzing terabytes or petabytes of data, stored in multiple formats,…

数据库 · 计算机科学 2014-02-07 Mohit Kumar Gupta , Vishal Verma , Megha Singh Verma

Growing main memory sizes have facilitated database management systems that keep the entire database in main memory. The drastic performance improvements that came along with these in-memory systems have made it possible to reunite the two…

数据库 · 计算机科学 2012-08-02 Florian Funke , Alfons Kemper , Thomas Neumann

Recent advances in large language models (LLMs) have significantly improved the accuracy of Text-to-SQL systems. However, a critical challenge remains: the semantic mismatch between natural language questions (NLQs) and their corresponding…

计算与语言 · 计算机科学 2025-08-21 Shaoming Duan , Zirui Wang , Chuanyi Liu , Zhibin Zhu , Yuhao Zhang , Peiyi Han , Liang Yan , Zewu Peng

Big data systems development is full of challenges in view of the variety of application areas and domains that this technology promises to serve. Typically, fundamental design decisions involved in big data systems design include choosing…

数据库 · 计算机科学 2019-11-27 Samiya Khan , Xiufeng Liu , Syed Arshad Ali , Mansaf Alam

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…

数据库 · 计算机科学 2007-05-23 Jim Gray

Big Data is defined as high volume of variety of data with an exponential data growth rate. Data are amalgamated to generate revenue, which results a large data silo. Data are the oils of modern IT industries. Therefore, the data are…

分布式、并行与集群计算 · 计算机科学 2020-05-15 Ripon Patgiri , Sabuzima Nayak

In this paper we present a new approach for distributed DBMSs called P4DB, that uses a programmable switch to accelerate OLTP workloads. The main idea of P4DB is that it implements a transaction processing engine on top of a P4-programmable…

数据库 · 计算机科学 2022-06-02 Matthias Jasny , Lasse Thostrup , Tobias Ziegler , Carsten Binnig

In this demonstration, we present AnDB, an AI-native database that supports traditional OLTP workloads and innovative AI-driven tasks, enabling unified semantic analysis across structured and unstructured data. While structured data…

数据库 · 计算机科学 2025-03-25 Tianqing Wang , Xun Xue , Guoliang Li , Yong Wang

Next Generation Sequencing (NGS) technology has resulted in massive amounts of proteomics and genomics data. This data is of no use if it is not properly analyzed. ETL (Extraction, Transformation, Loading) is an important step in designing…

数据库 · 计算机科学 2017-07-25 Shahzad Ahmed , M. Usman Ali , Javed Ferzund , Muhammad Atif Sarwar , Abbas Rehman , Atif Mehmood

Recent advances in graph databases (GDBs) have been driving interest in large-scale analytics, yet current systems fail to support higher-order (HO) interactions beyond first-order (one-hop) relations, which are crucial for tasks such as…

Database management systems are today's most reliable mean to organize data into collections that can be searched and updated. However, many DBMS systems are available on the market each having their pros and cons in terms of reliability,…

数据库 · 计算机科学 2012-05-15 Youssef Bassil

In this document, I present the main notions of NoSQL databases and compare four selected products (Riak, MongoDB, Cassandra, Neo4J) according to their capabilities with respect to consistency, availability, and partition tolerance, as well…

数据库 · 计算机科学 2014-01-10 Massimo Carro

The rapid growth of Large Language Models (LLMs) and AI-driven applications has propelled Vector Database Management Systems (VDBMSs) into the spotlight as a critical infrastructure component. VDBMS specializes in storing, indexing, and…

软件工程 · 计算机科学 2025-03-03 Shenao Wang , Yanjie Zhao , Yinglin Xie , Zhao Liu , Xinyi Hou , Quanchen Zou , Haoyu Wang

Large language models (LLMs) excel in many natural language processing (NLP) tasks. However, since LLMs can only incorporate new knowledge through training or supervised fine-tuning processes, they are unsuitable for applications that…

数据库 · 计算机科学 2024-07-23 Zongyue Qin , Chen Luo , Zhengyang Wang , Haoming Jiang , Yizhou Sun

Database benchmarking is an essential method for evaluating and comparing the performance characteristics of a database management system (DBMS). It helps researchers and developers to evaluate the efficacy of their optimizations or newly…

人机交互 · 计算机科学 2024-11-18 Yoojin Choi , Juhee Han , Daehyun Kim

Multidimensional databases are a great asset for decision making. Their users express complex OLAP (On-Line Analytical Processing) queries, often returning huge volumes of facts, sometimes providing little or no information. Furthermore,…

数据库 · 计算机科学 2012-08-02 Saida Aissi , Mohamed Salah Gouider