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There is a growing gap between the impressive results of deep image generative models and classical algorithms that offer theoretical guarantees. The former suffer from mode collapse or memorization issues, limiting their application to…

Machine Learning · Statistics 2023-06-02 Florentin Guth , Etienne Lempereur , Joan Bruna , Stéphane Mallat

This paper proposes an evaluation of the adequacy of the constraint logic programming paradigm for natural language processing. Theoretical aspects of this question have been discussed in several works. We adopt here a pragmatic point of…

cmp-lg · Computer Science 2008-02-03 Philippe Blache , Nabil Hathout

Increasingly, large language models (LLMs) are being used to automate workplace processes requiring a high degree of creativity. While much prior work has examined the creativity of LLMs, there has been little research on whether they can…

Computation and Language · Computer Science 2024-09-04 Antonio Laverghetta , Simone Luchini , Averie Linell , Roni Reiter-Palmon , Roger Beaty

Model-based testing of software and hardware systems uses behavioral and formal models of the systems. The paper presents a technique for model-based black-box conformance testing of real-time systems using Labeled Prioritized Time Petri…

Software Engineering · Computer Science 2012-06-06 Noureddine Adjir , Pierre de Saqui Sannes , M. Kamel Rahmouni , Abdelkader Adla

Currently, generating high-level test cases described in natural language from requirement documents is performed manually. In the industry, including companies specializing in software testing, there is a significant demand for the…

Software Engineering · Computer Science 2025-10-07 Satoshi Masuda , Satoshi Kouzawa , Kyousuke Sezai , Hidetoshi Suhara , Yasuaki Hiruta , Kunihiro Kudou

Concolic testing is a test generation technique which works effectively by integrating random testing generation and symbolic execution. Existing concolic testing engines focus on numeric programs. Heap-manipulating programs make extensive…

Programming Languages · Computer Science 2019-07-15 Long H. Pham , Quang Loc Le , Quoc-Sang Phan , Jun Sun

Symbolic execution helps check programs by exploring different paths based on symbolic inputs. Tools like KLEE are commonly used because they can automatically detect bugs and create test cases. But one of KLEE's biggest issues is how slow…

Software Engineering · Computer Science 2025-11-12 Rong Feng , Vanisha Gupta , Vivek Patel , Viroopaksh Reddy Ernampati , Suman Saha

Java Code Generation consists in generating automatically Java code from a Natural Language Text. This NLP task helps in increasing programmers' productivity by providing them with immediate solutions to the simplest and most repetitive…

Computation and Language · Computer Science 2023-06-13 Jessica López Espejel , Mahaman Sanoussi Yahaya Alassan , El Mehdi Chouham , Walid Dahhane , El Hassane Ettifouri

Object oriented constraint programs (OOCPs) emerge as a leading evolution of constraint programming and artificial intelligence, first applied to a range of industrial applications called configuration problems. The rich variety of…

Artificial Intelligence · Computer Science 2007-05-23 Laurent Henocque

A programming language is a formally constructed language designed to communicate instructions to a machine, particularly a computer. Programming languages can be used to create programs to control the behavior of a machine or to express…

Software Engineering · Computer Science 2017-12-13 Ghassan Samara

Converting high-level tasks described by natural language into formal specifications like Linear Temporal Logic (LTL) is a key step towards providing formal safety guarantees over cyber-physical systems (CPS). While the compliance of the…

Logic in Computer Science · Computer Science 2026-04-28 Junle Li , Siqi Chen , Jiakai Li , Meiqi Tian , Bingzhuo Zhong

In this paper we show how $\{log\}$ (read `setlog'), a Constraint Logic Programming (CLP) language based on set theory, can be used as an automated verifier for B specifications. In particular we encode in $\{log\}$ an Event-B…

Software Engineering · Computer Science 2022-01-03 Maximiliano Cristiá , Gianfranco Rossi

Raw lines of code (LOC) is a metric that does not, at first glance, seem extremely useful for automated test generation. It is both highly language-dependent and not extremely meaningful, semantically, within a language: one coder can…

Software Engineering · Computer Science 2021-03-15 Josie Holmes , Iftekhar Ahmed , Caius Brindescu , Rahul Gopinath , He Zhang , Alex Groce

Validation is a central activity when developing formal specifications. Similarly to coding, a possible validation technique is to define upfront test cases or scenarios that a future specification should satisfy or not. Unfortunately,…

Software Engineering · Computer Science 2026-02-19 Alcino Cunha , Nuno Macedo

Symbolic execution is an important software analysis technique which benefits downstream tasks such as software testing and debugging. However, several limitations hinder symbolic execution from application on real-world software. One of…

Software Engineering · Computer Science 2025-11-25 Wenhan Wang , Kaibo Liu , Zeyu Sun , An Ran Chen , Ge Li , Gang Huang , Lei Ma

Testing is an integral part of the software development process. Yet, writing tests is time-consuming and therefore often neglected. Classical test generation tools such as EvoSuite generate behavioral test suites by optimizing for…

Software Engineering · Computer Science 2023-10-04 Nikitha Rao , Kush Jain , Uri Alon , Claire Le Goues , Vincent J. Hellendoorn

In recent months, large language models (LLMs) have made significant progress in mathematical proof generation, but further advancement is hindered by the lack of a large-scale, high-quality dataset of human-evaluated proofs. While…

This paper proposes the use of Constraint Logic Programming (CLP) to model SQL queries in a data-independent abstract layer by focusing on some semantic properties for signalling possible errors in such queries. First, we define a…

Databases · Computer Science 2020-02-19 Fernando Sáenz-Pérez

Automated testing tools typically create test cases that are different from what human testers create. This often makes the tools less effective, the created tests harder to understand, and thus results in tools providing less support to…

Software Engineering · Computer Science 2021-03-09 Eduard Enoiu , Robert Feldt

Slicing is a program analysis technique originally developed for imperative languages. It facilitates understanding of data flow and debugging. This paper discusses slicing of Constraint Logic Programs. Constraint Logic Programming (CLP) is…

Software Engineering · Computer Science 2007-05-23 Gyongyi Szilagyi , Tibor Gyimothy , Jan Maluszynski
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