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Unsupervised Domain Adaptation (UDA) can improve a perception model's generalization to an unlabeled target domain starting from a labeled source domain. UDA using Vision Foundation Models (VFMs) with synthetic source data can achieve…

Computer Vision and Pattern Recognition · Computer Science 2025-04-28 Brunó B. Englert , Tommie Kerssies , Gijs Dubbelman

Recently, attention has focused on the software development, specially by differ-ent teams that are geographically distant to support collaborative work. Manage-ment, description and modeling in such collaborative approach are through…

Software Engineering · Computer Science 2018-01-23 Hicham Elasri , Elmustapha Elabbassi , Sekkaki Abderrahim , Muhammad Fahad

Large language Models (LLMs) have shown remarkable proficiency in code generation tasks across various programming languages. However, their outputs often contain subtle but critical vulnerabilities, posing significant risks when deployed…

Computation and Language · Computer Science 2025-10-14 Alexander Sternfeld , Andrei Kucharavy , Ljiljana Dolamic

The auto differentiable simulation is a type of simulation that outputs of the simulation include not only the simulation result itself, but also their derivatives with respect to various input parameters. It provides an efficient method to…

Computational Physics · Physics 2025-12-01 Ji Qianga , Yue Hao , Allen Qiang , Jinyu Wan

When creating a new domain-specific language (DSL) it is common to embed it as a part of a flexible host language, rather than creating it entirely from scratch. The semantics of an embedded DSL (EDSL) is either given directly as a set of…

Programming Languages · Computer Science 2016-12-06 Piotr Danilewski , Philipp Slusallek

Recent work shows Large Language Models (LLMs) struggle to understand natural language constraints for various text generation tasks in zero- and few-shot settings. While, in the code domain, there is wide usage of constraints in code…

Software Engineering · Computer Science 2025-03-25 Mehant Kammakomati , Sameer Pimparkhede , Srikanth Tamilselvam , Prince Kumar , Pushpak Bhattacharyya

This study aims to guide language model selection by investigating: 1) the necessity of finetuning versus zero-shot usage, 2) the benefits of domain-adjacent versus generic pretrained models, 3) the value of further domain-specific…

Computation and Language · Computer Science 2025-09-25 Lovedeep Gondara , Jonathan Simkin , Graham Sayle , Shebnum Devji , Gregory Arbour , Raymond Ng

Large Language Models (LLMs) have shown remarkable success in supporting a wide range of knowledge-intensive tasks. In specialized domains, there is growing interest in leveraging LLMs to assist subject matter experts with domain-specific…

Computation and Language · Computer Science 2025-12-01 Aman Kumar , Ekant Muljibhai Amin , Xian Yeow Lee , Lasitha Vidyaratne , Ahmed K. Farahat , Dipanjan D. Ghosh , Yuta Koreeda , Chetan Gupta

In a high-tech country products are becoming rapidly more complex. To manage the development process as well as to encounter unforeseen challenges, the understanding and thus the explicit modeling of organizational workflows is more…

Software Engineering · Computer Science 2014-09-09 Christian Berger , Tim Gülke , Bernhard Rumpe

Large Language Models (LLMs) are revolutionizing software engineering (SE), with special emphasis on code generation and analysis. However, their applications to broader SE practices including conceptualization, design, and other non-code…

Software Engineering · Computer Science 2025-06-16 Fabian C. Peña

Student modeling is central to many educational technologies as it enables predicting future learning outcomes and designing targeted instructional strategies. However, open-ended learning domains pose challenges for accurately modeling…

Computation and Language · Computer Science 2024-05-07 Manh Hung Nguyen , Sebastian Tschiatschek , Adish Singla

Pre-trained sentence embeddings have been shown to be very useful for a variety of NLP tasks. Due to the fact that training such embeddings requires a large amount of data, they are commonly trained on a variety of text data. An adaptation…

Computation and Language · Computer Science 2020-08-31 Anna Kruspe

Large Language Models (LLMs) exhibit a unique phenomenon known as emergent abilities, demonstrating adeptness across numerous tasks, from text summarization to code generation. While these abilities open up novel avenues in software design…

Programming Languages · Computer Science 2023-12-29 Katsumi Okuda , Saman Amarasinghe

In 2012, the United Nations introduced 17 Sustainable Development Goals (SDGs) aimed at creating a more sustainable and improved future by 2030. However, tracking progress toward these goals is difficult because of the extensive scale and…

Large Language Models (LLMs) have shown increasing potential in automating model-driven software engineering tasks, particularly in generating models conforming to Domain Specific Languages (DSLs) from natural language. While most existing…

Software Engineering · Computer Science 2026-05-18 Junaid Baber , Nicolas Hili , Didier Schwab , Léo Challier , Cécilia Satrin

The SPaCIFY project, which aims at bringing advances in MDE to the satellite flight software industry, advocates a top-down approach built on a domain-specific modeling language named Synoptic. In line with previous approaches to real-time…

Programming Languages · Computer Science 2010-03-26 L. Besnard , T. Gautier , J. Ouy , J. -P. Talpin , J. -P. Bodeveix , A. Cortier , M. Pantel , M. Strecker , G. Garcia , A. Rugina , J. Buisson , F. Dagnat

Checking the compliance of software against laws, regulations and contracts is increasingly important and costly as the embedding of software into societal practices is becoming more pervasive. Moreover, the digitalised services provided by…

Software Engineering · Computer Science 2026-05-25 L. Thomas van Binsbergen , Christopher A. Esterhuyse , Tim Müller

Technical computing is a challenging application area for programming languages to address. This is evinced by the unusually large number of specialized languages in the area (e.g. MATLAB, R), and the complexity of common software stacks,…

Programming Languages · Computer Science 2018-08-13 Jeff Bezanson , Jake Bolewski , Jiahao Chen

Syntax highlighting is a critical feature in modern software development environments, enhancing code readability and developer productivity. However, delivering accurate highlighting in real time remains challenging for online and…

Software Engineering · Computer Science 2026-05-06 Marco Edoardo Palma , Pooja Rani , Harald C. Gall

The introduction of large language models (LLMs) has enhanced automation in software engineering tasks, including in Model Driven Engineering (MDE). However, using general-purpose LLMs for domain modeling has its limitations. One approach…

Software Engineering · Computer Science 2025-07-22 Vladyslav Bulhakov , Giordano d'Aloisio , Claudio Di Sipio , Antinisca Di Marco , Davide Di Ruscio
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