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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

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

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

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

Interpreting regulatory documents or building codes into computer-processable formats is essential for the intelligent design and construction of buildings and infrastructures. Although automated rule interpretation (ARI) methods have been…

Computation and Language · Computer Science 2023-10-10 Zhe Zheng , Yu-Cheng Zhou , Ke-Yin Chen , Xin-Zheng Lu , Zhong-Tian She , Jia-Rui Lin

Automated Compliance Checking (ACC) systems aim to semantically parse building regulations to a set of rules. However, semantic parsing is known to be hard and requires large amounts of training data. The complexity of creating such…

Computation and Language · Computer Science 2021-10-05 Ruben Kruiper , Ioannis Konstas , Alasdair Gray , Farhad Sadeghineko , Richard Watson , Bimal Kumar

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

Building officials, particularly those in resource-constrained or rural jurisdictions, face labor-intensive, error-prone, and costly manual reviews of design documents as projects increase in size and complexity. The growing adoption of…

Software Engineering · Computer Science 2025-10-06 Hanlong Wan , Weili Xu , Michael Rosenberg , Jian Zhang , Aysha Siddika

AEC drawings encode geometry and semantics through symbols, layout conventions, and dense annotation, yet it remains unclear whether modern multimodal and vision-language models can reliably interpret this graphical language. We present…

Artificial Intelligence · Computer Science 2026-01-09 Aleksei Kondratenko , Mussie Birhane , Houssame E. Hsain , Guido Maciocci

Accurate information extraction from specialized texts is a critical challenge for automated rule checking (ARC) in the architecture, engineering, and construction (AEC) domain. While large language models (LLMs) possess strong reasoning…

Computation and Language · Computer Science 2026-01-29 Jian Chen , Jiabao Dou

Recent advancements in AI and edge computing have accelerated the development of machine-centric applications (MCAs), such as smart surveillance systems. In these applications, video cameras and sensors offload inference tasks like license…

Networking and Internet Architecture · Computer Science 2025-02-28 Azuka Chiejina , Subhramoy Mohanti , Vijay K. Shah

Given the large size and volumes of contracts and their underlying inherent complexity, manual reviews become inefficient and prone to errors, creating a clear need for automation. Automatic Legal Contract Classification (LCC)…

Computation and Language · Computer Science 2025-07-30 Amrita Singh , Aditya Joshi , Jiaojiao Jiang , Hye-young Paik

Information retrieval, specifically contract clause retrieval, is foundational to contract drafting because lawyers rarely draft contracts from scratch; instead, they locate and revise the most relevant precedent. We introduce the Atticus…

Computation and Language · Computer Science 2025-09-23 Steven H. Wang , Maksim Zubkov , Kexin Fan , Sarah Harrell , Yuyang Sun , Wei Chen , Andreas Plesner , Roger Wattenhofer

This paper introduces the Material Contracts Corpus (MCC), a publicly available dataset comprising over one million contracts filed by public companies with the U.S. Securities and Exchange Commission (SEC) between 2000 and 2023. The MCC…

Computation and Language · Computer Science 2025-04-07 Peter Adelson , Julian Nyarko

We present ACCORD, a framework and benchmark suite for disentangling the commonsense grounding and reasoning abilities of large language models (LLMs) through controlled, multi-hop counterfactuals. ACCORD introduces formal elements to…

Artificial Intelligence · Computer Science 2025-02-10 François Roewer-Després , Jinyue Feng , Zining Zhu , Frank Rudzicz

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

For digital infrastructure to be safe, compatible, and standards-aligned, automated communication protocol compliance verification is crucial. Nevertheless, current rule-based systems are becoming less and less effective since they are…

Cryptography and Security · Computer Science 2026-04-07 Mohammad Wali Ur Rahman , Martin Manuel Lopez , Lamia Tasnim Mim , Carter Farthing , Julius Battle , Kathryn Buckley , Salim Hariri

Automated rule checking (ARC), which is expected to promote the efficiency of the compliance checking process in the architecture, engineering, and construction (AEC) industry, is gaining increasing attention. Throwing light on the ARC…

Information Retrieval · Computer Science 2022-12-13 Zhe Zheng , Bo-Rui Kang , Qi-Tian Yuan , Yu-Cheng Zhou , Xin-Zheng Lu , Jia-Rui Lin

CODEC is a document and entity ranking benchmark that focuses on complex research topics. We target essay-style information needs of social science researchers, i.e. "How has the UK's Open Banking Regulation benefited Challenger Banks?".…

Information Retrieval · Computer Science 2022-05-18 Iain Mackie , Paul Owoicho , Carlos Gemmell , Sophie Fischer , Sean MacAvaney , Jeffrey Dalton

Large-scale data collection is essential for developing personalized training data, mitigating the shortage of training data, and fine-tuning specialized models. However, creating high-quality datasets quickly and accurately remains a…

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