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Related papers: Automatic Building Code Review: A Case Study

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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

Automated Rule Checking (ARC) plays a crucial role in advancing the construction industry by addressing the laborious, inconsistent, and error-prone nature of traditional model review conducted by industry professionals. Manual assessment…

Software Engineering · Computer Science 2025-01-28 Junyong Chen , Ling-I Wu , Minyu Chen , Xiaoying Qian , Haoze Zhu , Qiongfang Zhang , Guoqiang Li

High-quality evaluation benchmarks are pivotal for deploying Large Language Models (LLMs) in Automated Code Review (ACR). However, existing benchmarks suffer from two critical limitations: first, the lack of multi-language support in…

Automated Code Review (ACR) systems integrating Large Language Models (LLMs) are increasingly adopted in software development workflows, ranging from interactive assistants to autonomous agents in CI/CD pipelines. In this paper, we study…

Software Engineering · Computer Science 2026-04-24 Dimitris Mitropoulos , Nikolaos Alexopoulos , Georgios Alexopoulos , Diomidis Spinellis

In industrial control systems, the generation and verification of Programmable Logic Controller (PLC) code are critical for ensuring operational efficiency and safety. While Large Language Models (LLMs) have made strides in automated code…

Software Engineering · Computer Science 2024-12-30 Zihan Liu , Ruinan Zeng , Dongxia Wang , Gengyun Peng , Jingyi Wang , Qiang Liu , Peiyu Liu , Wenhai Wang

Automated Code Review (ACR) is crucial for software quality, yet existing benchmarks often fail to reflect real-world complexities, hindering the evaluation of modern Large Language Models (LLMs). Current benchmarks frequently focus on…

Software Engineering · Computer Science 2025-09-03 Zhengran Zeng , Ruikai Shi , Keke Han , Yixin Li , Kaicheng Sun , Yidong Wang , Zhuohao Yu , Rui Xie , Wei Ye , Shikun Zhang

Bringing generative AI into the architecture, engineering and construction (AEC) field requires systems that can translate natural language instructions into actions on standardized data models. We present MCP4IFC, a comprehensive…

Automated code review (ACR) bots are increasingly used in industrial software development to assist developers during pull request (PR) review. As adoption grows, a key challenge is how to evaluate the usefulness of bot-generated comments…

Software Engineering · Computer Science 2026-04-28 Veli Karakaya , Utku Boran Torun , Baykal Mehmet Uçar , Eray Tüzün

Coding agents powered by large language models (LLMs) have gained traction for automating code generation through iterative problem-solving with minimal human involvement. Despite the emergence of various frameworks, e.g., LangChain,…

Machine Learning · Computer Science 2025-08-19 Junpeng Wang , Yuzhong Chen , Menghai Pan , Chin-Chia Michael Yeh , Mahashweta Das

Building Information Modeling (BIM) produces three-dimensional models of buildings combining the geometrical information with a wide range of properties. BIM is slowly but inevitably revolutionizing the architecture, engineering, and…

Logic in Computer Science · Computer Science 2022-05-19 Joaquín Arias , Seppo Törmä , Manuel Carro , Gopal Gupta

Architecture Knowledge Management (AKM) is crucial for maintaining current and comprehensive software Architecture Knowledge (AK) in a software project. However AKM is often a laborious process and is not adopted by developers and…

Software Engineering · Computer Science 2026-02-05 Rudra Dhar , Karthik Vaidhyanathan , Vasudeva Varma

Building codes contain critical information for ensuring safety, regulatory compliance, and informed decision-making in construction and engineering. Automated question answering systems over such codes enable quick and accurate access to…

Computation and Language · Computer Science 2025-11-25 Mohammad Aqib , Mohd Hamza , Ying Hei Chui , Qipei Mei

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

Translating clauses into executable code is a vital stage of automated rule checking (ARC) and is essential for effective building design compliance checking, particularly for rules with implicit properties or complex logic requiring domain…

Artificial Intelligence · Computer Science 2025-10-23 Zhe Zheng , Jin Han , Ke-Yin Chen , Xin-Yu Cao , Xin-Zheng Lu , Jia-Rui Lin

The complexity of modern computing environments and the growing sophistication of cyber threats necessitate a more robust, adaptive, and automated approach to security enforcement. In this paper, we present a framework leveraging large…

Cryptography and Security · Computer Science 2025-06-06 Pablo Fernández Saura , K. R. Jayaram , Vatche Isahagian , Jorge Bernal Bernabé , Antonio Skarmeta

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…

Formal verification offers a path to provably correct software, but writing verified code remains expensive enough that the technique is rarely used in production. Recent large language models can accelerate this work, and recent benchmarks…

Logic in Computer Science · Computer Science 2026-05-28 Leo Yao

Code generation agents powered by large language models (LLMs) are revolutionizing the software development paradigm. Distinct from previous code generation techniques, code generation agents are characterized by three core features. 1)…

Software Engineering · Computer Science 2025-10-01 Yihong Dong , Xue Jiang , Jiaru Qian , Tian Wang , Kechi Zhang , Zhi Jin , Ge Li

Code generation aims to produce code that fulfills requirements written in natural languages automatically. Large language Models (LLMs) like ChatGPT have demonstrated promising effectiveness in this area. Nonetheless, these LLMs often fail…

Software Engineering · Computer Science 2025-01-15 Ruwei Pan , Hongyu Zhang , Chao Liu
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