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This paper presents the development and evaluation of ChatHome, a domain-specific language model (DSLM) designed for the intricate field of home renovation. Considering the proven competencies of large language models (LLMs) like GPT-4 and…

Computation and Language · Computer Science 2023-07-31 Cheng Wen , Xianghui Sun , Shuaijiang Zhao , Xiaoquan Fang , Liangyu Chen , Wei Zou

Many applications are increasingly requiring numerical simulations for solving complex problems. Most of these numerical algorithms are massively parallel and often implemented on parallel high-performance computers. However, classic…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-11-02 Karl F. A. Friebel , Stephanie Soldavini , Gerald Hempel , Christian Pilato , Jeronimo Castrillon

Deep Learning (DL) has had an immense success in the recent past, leading to state-of-the-art results in various domains such as image recognition and natural language processing. One of the reasons for this success is the increasing size…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-09-26 Ruben Mayer , Hans-Arno Jacobsen

Domain-driven design (DDD) is a powerful design technique for architecting complex software systems. This paper introduces a prompting framework that automates core DDD activities through structured large language model (LLM) interactions.…

Software Engineering · Computer Science 2026-03-30 Tobias Eisenreich , Husein Jusic , Stefan Wagner

The production process of data-centric infographics entails problems related to a disconnection between the supporting software environments. We investigate those problems and redesigns this process following the model-driven paradigm. We…

Software Engineering · Computer Science 2022-03-18 Sergio España , Vijanti Ramautar , Sietse Overbeek , Tijmen Derikx

Raw datasets are often too large and unstructured to work with directly, and require a data preparation phase. The domain of industrial Cyber-Physical Systems (CPSs) is no exception, as raw data typically consists of large time-series data…

Programming Languages · Computer Science 2026-04-21 Uraz Odyurt , Ömer Sayilir , Mariëlle Stoelinga , Vadim Zaytsev

The design of complex engineering systems is an often long and articulated process that highly relies on engineers' expertise and professional judgment. As such, the typical pitfalls of activities involving the human factor often manifest…

Computation and Language · Computer Science 2022-11-22 Shaohong Zhong , Andrea Scarinci , Alice Cicirello

Domain-specific modelling languages (DSMLs) successfully separate the conceptual and technical design of a software system by modelling requirements in the DSML and adding technical elements by appropriate generator technology. In this…

Software Engineering · Computer Science 2014-09-24 Holger Krahn , Bernhard Rumpe , Steven Völkel

The rapid advancement of large language models (LLMs) is transforming opportunities in geotechnical engineering, where workflows rely on complex, text-rich data. While general-purpose LLMs demonstrate strong reasoning capabilities, their…

Artificial Intelligence · Computer Science 2025-12-01 Lei Fan , Fangxue Liu , Cheng Chen

Context: Embedded Domain-Specific Languages (EDSLs) are a common and widely used approach to DSLs in various languages, including Haskell and Scala. There are two main implementation techniques for EDSLs: shallow embeddings and deep…

Programming Languages · Computer Science 2019-02-05 Weixin Zhang , Bruno Oliveira

Numerical software in computational science and engineering often relies on highly-optimized building blocks from libraries such as BLAS and LAPACK, and while such libraries provide portable performance for a wide range of computing…

Mathematical Software · Computer Science 2019-06-21 Daniele G. Spampinato , Diego Fabregat-Traver , Markus Püschel , Paolo Bientinesi

We present MathDSL, a Domain-Specific Language (DSL) for mathematical equation solving, which, when deployed in program synthesis models, outperforms state-of-the-art reinforcement-learning-based methods. We also introduce a quantitative…

Machine Learning · Computer Science 2024-12-12 Sagnik Anupam , Maddy Bowers , Omar Costilla-Reyes , Armando Solar-Lezama

Modern enterprises are increasingly driven by the DATA+AI paradigm, in which Database Management Systems (DBMSs) and Large Language Models (LLMs) have become two foundational infrastructures powering a wide range of industrial and business…

Databases · Computer Science 2025-07-28 Zhengtong Yan , Gongsheng Yuan , Qingsong Guo , Jiaheng Lu

Systems engineering, in particular in the automotive domain, needs to cope with the massively increasing numbers of requirements that arise during the development process. To guarantee a high product quality and make sure that functional…

Software Engineering · Computer Science 2022-11-17 Vincent Bertram , Miriam Boß , Evgeny Kusmenko , Imke Helene Nachmann , Bernhard Rumpe , Danilo Trotta , Louis Wachtmeister

Metamaterials are micro-architected structures whose geometry imparts highly tunable-often counter-intuitive-bulk properties. Yet their design is difficult because of geometric complexity and a non-trivial mapping from architecture to…

Computer Vision and Pattern Recognition · Computer Science 2025-08-26 Liane Makatura , Benjamin Jones , Siyuan Bian , Wojciech Matusik

Large Language Models (LLMs) are transformative not only for daily activities but also for engineering tasks. However, current evaluations of LLMs in engineering exhibit two critical shortcomings: (i) the reliance on simplified use cases,…

Artificial Intelligence · Computer Science 2025-05-21 Rene Heesch , Sebastian Eilermann , Alexander Windmann , Alexander Diedrich , Philipp Rosenthal , Oliver Niggemann

This paper proposes to refer to the field of software engineering related to the life cycle of dialogue systems as Dialogue Systems Engineering, and surveys this field while also discussing its future directions. With the advancement of…

Software Engineering · Computer Science 2025-08-05 Mikio Nakano , Hironori Takeuchi , Sadahiro Yoshikawa , Yoichi Matsuyama , Kazunori Komatani

Domain-specific languages (DSLs) are integral to various software workflows. Such languages offer domain-specific optimizations and abstractions that improve code readability and maintainability. However, leveraging these languages requires…

Programming Languages · Computer Science 2024-06-06 Sahil Bhatia , Jie Qiu , Niranjan Hasabnis , Sanjit A. Seshia , Alvin Cheung

Large Language Models (LLMs) have demonstrated remarkable proficiency in understanding and generating natural language. However, their capabilities wane in highly specialized domains underrepresented in the pretraining corpus, such as…

Machine Learning · Computer Science 2024-07-29 Junhong Shen , Neil Tenenholtz , James Brian Hall , David Alvarez-Melis , Nicolo Fusi

Software requirement analysis can certainly benefit from prevention and early detection of failures, in particular by some kind of automatic analysis. Formal methods offer means to represent and analyze requirements with rigorous tools,…

Software Engineering · Computer Science 2019-11-11 Marzina Vidal , Tiago Massoni , Franklin Ramalho