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Compliance checking is an essential part of a construction project. The recent rapid uptake of building information models (BIM) in the construction industry has created more opportunities for automated compliance checking (ACC). BIM…

Computation and Language · Computer Science 2024-08-01 Stefan Fuchs , Michael Witbrock , Johannes Dimyadi , Robert Amor

This research addresses the time-consuming and error-prone nature of manual code compliance checking in Building Information Modeling (BIM) by introducing a Large Language Model (LLM)-driven approach to semi-automate this critical process.…

Software Engineering · Computer Science 2025-06-26 Soumya Madireddy , Lu Gao , Zia Din , Kinam Kim , Ahmed Senouci , Zhe Han , Yunpeng Zhang

Recent years have witnessed a growing interest in automating labor-intensive and complex activities, i.e., those consisting of multiple atomic tasks, by deploying robots in dynamic and unpredictable environments such as industrial and…

Robotics · Computer Science 2025-09-22 Francesco Argenziano , Elena Umili , Francesco Leotta , Daniele Nardi

Large language models (LLMs) show promise in code translation due to their ability to generate idiomatic code. However, a significant limitation when using LLMs for code translation is scalability: existing works have shown a drop in…

Programming Languages · Computer Science 2024-12-12 Hanliang Zhang , Cristina David , Meng Wang , Brandon Paulsen , Daniel Kroening

Mechanism design has long been a cornerstone of economic theory, with traditional approaches relying on mathematical derivations. Recently, automated approaches, including differentiable economics with neural networks, have emerged for…

Machine Learning · Computer Science 2025-02-19 Jiayuan Liu , Mingyu Guo , Vincent Conitzer

Despite rapid progress in logic locking (LL), reproducibility remains a challenge as codes are rarely made public. We present LockForge, a first-of-its-kind, multi-agent large language model (LLM) framework that turns LL descriptions in…

Cryptography and Security · Computer Science 2025-12-01 Akashdeep Saha , Zeng Wang , Prithwish Basu Roy , Johann Knechtel , Ozgur Sinanoglu , Ramesh Karri

Building compliance checking (BCC) is a critical process for ensuring that constructed facilities meet regulatory standards. A core component of BCC is the accurate enumeration of facility types and their spatial distribution. Despite its…

Computer Vision and Pattern Recognition · Computer Science 2025-09-29 Licheng Zhang , Bach Le , Naveed Akhtar , Tuan Ngo

Architectural Decision Records (ADRs) play a central role in maintaining software architecture quality, yet many decision violations go unnoticed because projects lack both systematic documentation and automated detection mechanisms. Recent…

Software Engineering · Computer Science 2026-02-10 Ruoyu Su , Alexander Bakhtin , Noman Ahmad , Matteo Esposito , Valentina Lenarduzzi , Davide Taibi

Service composition remains a central challenge in building adaptive and intelligent software systems, often constrained by limited reasoning capabilities or brittle execution mechanisms. This paper explores the integration of two emerging…

Artificial Intelligence · Computer Science 2025-07-28 Ilche Georgievski , Marco Aiello

Large Language Model (LLM) agents, capable of performing a broad range of actions, such as invoking tools and controlling robots, show great potential in tackling real-world challenges. LLM agents are typically prompted to produce actions…

Computation and Language · Computer Science 2024-06-10 Xingyao Wang , Yangyi Chen , Lifan Yuan , Yizhe Zhang , Yunzhu Li , Hao Peng , Heng Ji

Large language models (LLMs) are increasingly used for high-stakes decision-making, yet existing approaches struggle to reconcile scalability, interpretability, and reproducibility. Black-box models obscure their reasoning, while recent…

Nowadays, regulatory compliance has become a cornerstone of corporate governance, ensuring adherence to systematic legal frameworks. At its core, financial regulations often comprise highly intricate provisions, layered logical structures,…

Computation and Language · Computer Science 2026-01-14 Siyuan Li , Jian Chen , Rui Yao , Xuming Hu , Peilin Zhou , Weihua Qiu , Simin Zhang , Chucheng Dong , Zhiyao Li , Qipeng Xie , Zixuan Yuan

Large language models (LLMs) have exhibited remarkable capabilities across diverse open-domain tasks, yet their application in specialized domains such as civil engineering remains largely unexplored. This paper starts bridging this gap by…

Computation and Language · Computer Science 2025-07-08 Jiachen Liu , Ziheng Geng , Ran Cao , Lu Cheng , Paolo Bocchini , Minghui Cheng

Monitoring Machine Learning (ML) models in production environments is crucial, yet traditional approaches often yield verbose, low-interpretability outputs that hinder effective decision-making. We propose a cognitive architecture for ML…

Machine Learning · Computer Science 2025-06-12 Gusseppe Bravo-Rocca , Peini Liu , Jordi Guitart , Rodrigo M Carrillo-Larco , Ajay Dholakia , David Ellison

Task automation has been greatly empowered by the recent advances in Large Language Models (LLMs) via Python code, where the tasks ranging from software engineering development to general-purpose reasoning. While current benchmarks have…

Large Language Models (LLMs) are used for many different software engineering tasks. In software architecture, they have been applied to tasks such as classification of design decisions, detection of design patterns, and generation of…

Software Engineering · Computer Science 2025-05-23 Larissa Schmid , Tobias Hey , Martin Armbruster , Sophie Corallo , Dominik Fuchß , Jan Keim , Haoyu Liu , Anne Koziolek

In the field of robotics, researchers face a critical challenge in ensuring reliable and efficient task planning. Verifying high-level task plans before execution significantly reduces errors and enhance the overall performance of these…

Robotics · Computer Science 2025-07-08 Danil S. Grigorev , Alexey K. Kovalev , Aleksandr I. Panov

Large Language Models (LLMs) have demonstrated their remarkable capabilities in numerous fields. This survey focuses on how LLMs empower users, regardless of their technical background, to use human languages to automatically generate…

Software Engineering · Computer Science 2025-04-03 Nam Huynh , Beiyu Lin

Smart contracts can implement and automate parts of legal contracts, but ensuring their legal compliance remains challenging. Existing approaches such as formal specification, verification, and model-based development require expertise in…

Software Engineering · Computer Science 2025-06-03 Chanuka Wijayakoon , Hai Dong , H. M. N. Dilum Bandara , Zahir Tari , Anurag Soin

Automatic Compliance Checking (ACC) within the Architecture, Engineering, and Construction (AEC) sector necessitates automating the interpretation of building regulations to achieve its full potential. Converting textual rules into…

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