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When AI tools can generate many solutions, some human preference must be applied to determine which solution is relevant to the current project. One way to find those preferences is interactive search-based software engineering (iSBSE)…

Software Engineering · Computer Science 2023-01-18 Andre Lustosa , Jaydeep Patel , Venkata Sai Teja Malapati , Tim Menzies

We describe a novel system, CSQL, which automatically converts a collection of unstructured text documents into an SQL-queryable causal database (CDB). A CDB differs from a traditional DB: it is designed to answer "why'' questions via…

Databases · Computer Science 2026-01-14 Sridhar Mahadevan

Many modern AI and ML problems require evaluating partners' contributions through shared yet asymmetric, computationally intensive processes and the simultaneous selection of the most beneficial candidates. Sequential approaches to these…

Machine Learning · Computer Science 2026-01-01 András Antos , András Millinghoffer , Péter Antal

The goal of this paper is to provide a strong integration between constraint modelling and relational DBMSs. To this end we propose extensions of standard query languages such as relational algebra and SQL, by adding constraint modelling…

Artificial Intelligence · Computer Science 2021-06-02 Marco Cadoli , Toni Mancini

Symbolic execution is a technique which enables automatically generating test inputs (and outputs) exercising a set of execution paths within a program to be tested. If the paths cover a sufficient part of the code under test, the test data…

Software Engineering · Computer Science 2015-01-22 Michaël Marcozzi , Wim Vanhoof , Jean-Luc Hainaut

Text-to-SQL parsing involves the translation of natural language queries (NLQs) into their corresponding SQL commands. A principal challenge within this domain is the formulation of SQL queries that are not only syntactically correct but…

Databases · Computer Science 2024-11-05 Xiping Liu , Zhao Tan

Gamification and Serious Games are progressively being used over a host of fields, particularly to support education. Such games provide a new way to engage students with content and can complement more traditional approaches to learning.…

Cryptography and Security · Computer Science 2021-07-12 Alice Jaffray , Conor Finn , Jason R. C. Nurse

Self-supervised learning (SSL) has proven vital for advancing research in natural language processing (NLP) and computer vision (CV). The paradigm pretrains a shared model on large volumes of unlabeled data and achieves state-of-the-art…

While fine-tuned large language models (LLMs) excel in generating grammatically valid SQL in Text-to-SQL parsing, they often struggle to ensure semantic accuracy in queries, leading to user confusion and diminished system usability. To…

Computation and Language · Computer Science 2025-05-20 Jipeng Cen , Jiaxin Liu , Zhixu Li , Jingjing Wang

Database system is an indispensable part of software projects. It plays an important role in data organization and storage. Its performance and efficiency are directly related to the performance of software. Nowadays, we have many general…

Databases · Computer Science 2020-08-12 WanHong Huang

The growing reliance on data-driven decision-making highlights the need for more intuitive ways to access and analyze information stored in relational databases. However, the requirement of SQL knowledge has long been a significant barrier…

Databases · Computer Science 2024-10-10 Steve Tueno Fotso

Neurosymbolic approaches blend the effectiveness of symbolic reasoning with the flexibility of neural networks. In this work, we propose a neurosymbolic architecture for generating SQL queries that builds and explores a solution tree using…

Databases · Computer Science 2024-08-27 Henrijs Princis , Cristina David , Alan Mycroft

Self-Supervised Learning (SSL) has emerged as the solution of choice to learn transferable representations from unlabeled data. However, SSL requires to build samples that are known to be semantically akin, i.e. positive views. Requiring…

Machine Learning · Computer Science 2023-10-02 Vivien Cabannes , Leon Bottou , Yann Lecun , Randall Balestriero

This paper introduces a novel approach to schema inference as an on-demand function integrated directly within a DBMS, targeting NoSQL databases where schema flexibility can create challenges. Unlike previous methods relying on external…

Databases · Computer Science 2024-11-21 Calvin Dani , Shiva Jahangiri , Thomas Hütter

Building natural language (NL) interfaces for databases has been a long-standing challenge for several decades. The major advantage of these so-called NL-to-SQL systems is that end-users can query complex databases without the need to know…

Databases · Computer Science 2021-02-24 Ursin Brunner , Kurt Stockinger

Translating natural language into SQL (Test2SQL) is a longstanding challenge at the intersection of natural language understanding and structured data access. While large language models (LLMs) have significantly improved fluency in SQL…

Computation and Language · Computer Science 2026-01-14 Zhewei Yao , Guoheng Sun , Lukasz Borchmann , Gaurav Nuti , Zheyu Shen , Minghang Deng , Bohan Zhai , Hao Zhang , Ang Li , Yuxiong He

In so-called constraint-based testing, symbolic execution is a common technique used as a part of the process to generate test data for imperative programs. Databases are ubiquitous in software and testing of programs manipulating databases…

Software Engineering · Computer Science 2015-01-26 Michaël Marcozzi , Wim Vanhoof , Jean-Luc Hainaut

Text-to-SQL technology has evolved rapidly, with diverse academic methods achieving impressive results. However, deploying these techniques in real-world systems remains challenging due to limited integration tools. Despite these advances,…

Computation and Language · Computer Science 2025-10-29 Yihan Wang , Peiyu Liu , Runyu Chen , Jiaxing Pu , Wei Xu

Language models can be used to provide interactive, personalized student feedback in educational settings. However, real-world deployment faces three key challenges: privacy concerns, limited computational resources, and the need for…

Computation and Language · Computer Science 2025-10-31 Fares Fawzi , Vinitra Swamy , Dominik Glandorf , Tanya Nazaretsky , Tanja Käser

The proliferation of unstructured data poses a fundamental challenge to traditional database interfaces. While Text-to-SQL has democratized access to structured data, it remains incapable of interpreting semantic or multi-modal queries.…

Computation and Language · Computer Science 2025-11-07 Zhengren Wang , Dongwen Yao , Bozhou Li , Dongsheng Ma , Bo Li , Zhiyu Li , Feiyu Xiong , Bin Cui , Linpeng Tang , Wentao Zhang