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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

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

Accurate detection and classification of diverse door types in floor plans drawings is critical for multiple applications, such as building compliance checking, and indoor scene understanding. Despite their importance, publicly available…

Computer Vision and Pattern Recognition · Computer Science 2025-08-12 Licheng Zhang , Bach Le , Naveed Akhtar , Tuan Ngo

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

Manually checking models for compliance against building regulation is a time-consuming task for architects and construction engineers. There is thus a need for algorithms that process information from construction projects and report…

Artificial Intelligence · Computer Science 2019-10-02 Nicolas Bus , Ana Roxin , Guillaume Picinbono , Muhammad Fahad

The growing complexity of construction management (CM) projects, coupled with challenges such as strict regulatory requirements and labor shortages, requires specialized analytical tools that streamline project workflow and enhance…

Computation and Language · Computer Science 2025-04-15 Ruoxin Xiong , Yanyu Wang , Suat Gunhan , Yimin Zhu , Charles Berryman

Financial statement auditing is essential for stakeholders to understand a company's financial health, yet current manual processes are inefficient and error-prone. Even with extensive verification procedures, auditors frequently miss…

Information Retrieval · Computer Science 2025-06-24 Rushi Wang , Jiateng Liu , Weijie Zhao , Shenglan Li , Denghui Zhang

The demonstrated code-understanding capability of LLMs raises the question of whether they can be used for automated program verification, a task that demands high-level abstract reasoning about program properties that is challenging for…

Formal Languages and Automata Theory · Computer Science 2024-04-26 Haoze Wu , Clark Barrett , Nina Narodytska

Business Process Management (BPM) aims to improve organizational activities and their outcomes by managing the underlying processes. To achieve this, it is often necessary to consider information from various sources, including unstructured…

Computation and Language · Computer Science 2023-07-20 Michael Grohs , Luka Abb , Nourhan Elsayed , Jana-Rebecca Rehse

Context: Ensuring high levels of dependability in modern computer-based systems has become increasingly challenging due to their complexity. Although systems are validated at design time, their behavior can be different at runtime, possibly…

Software Engineering · Computer Science 2026-03-30 Francesco Vitale , Francesco Flammini , Mauro Caporuscio , Nicola Mazzocca

Large Language Model (LLM)-based systems present new opportunities for autonomous health monitoring in sensor-rich industrial environments. This study explores the potential of LLMs to detect and classify faults directly from sensor data,…

Artificial Intelligence · Computer Science 2025-09-30 Xian Yeow Lee , Lasitha Vidyaratne , Ahmed Farahat , Chetan Gupta

This paper introduces an innovative approach that combines Large Language Models (LLMs) with Formal Verification strategies for automatic software vulnerability repair. Initially, we employ Bounded Model Checking (BMC) to identify…

Software Engineering · Computer Science 2024-07-01 Norbert Tihanyi , Ridhi Jain , Yiannis Charalambous , Mohamed Amine Ferrag , Youcheng Sun , Lucas C. Cordeiro

As software-intensive systems face growing pressure to comply with laws and regulations, providing automated support for compliance analysis has become paramount. Despite advances in the Requirements Engineering (RE) community on legal…

Software Engineering · Computer Science 2024-04-23 Shabnam Hassani , Mehrdad Sabetzadeh , Daniel Amyot , Jain Liao

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) have become extremely potent instruments with exceptional capacities for comprehending and producing human-like text in a wide range of applications. However, the increasing size and complexity of LLMs present…

Machine Learning · Computer Science 2024-06-18 Yingbing Huang , Lily Jiaxin Wan , Hanchen Ye , Manvi Jha , Jinghua Wang , Yuhong Li , Xiaofan Zhang , Deming Chen

While Large Language Models (LLMs) demonstrate impressive performance in mathematics, existing math benchmarks come with significant limitations. Many focus on problems with fixed ground-truth answers, and are often saturated due to problem…

Artificial Intelligence · Computer Science 2025-10-02 Mislav Balunović , Jasper Dekoninck , Nikola Jovanović , Ivo Petrov , Martin Vechev

Large language models (LLMs), as a novel information technology, are seeing increasing adoption in the Architecture, Engineering, and Construction (AEC) field. They have shown their potential to streamline processes throughout the building…

Computation and Language · Computer Science 2026-02-17 Chen Liang , Zhaoqi Huang , Haofen Wang , Fu Chai , Chunying Yu , Huanhuan Wei , Zhengjie Liu , Yanpeng Li , Hongjun Wang , Ruifeng Luo , Xianzhong Zhao

Counting the number of items in a visual scene remains a fundamental yet challenging task in computer vision. Traditional approaches to solving this problem rely on domain-specific counting architectures, which are trained using datasets…

Computer Vision and Pattern Recognition · Computer Science 2025-12-18 Kuinan Hou , Jing Mi , Marco Zorzi , Lamberto Ballan , Alberto Testolin

Self-correction has achieved impressive results in enhancing the style and security of the generated output from large language models (LLMs). However, recent studies suggest that self-correction might be limited or even counterproductive…

Computation and Language · Computer Science 2024-06-18 Che Zhang , Zhenyang Xiao , Chengcheng Han , Yixin Lian , Yuejian Fang

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
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