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相关论文: Compliance-to-Code: Enhancing Financial Compliance…

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As large language models (LLMs) are increasingly deployed in financial services, a single non-compliant interaction can expose institutions to regulatory penalties and direct consumer harm. Existing guard models are built around general…

计算与语言 · 计算机科学 2026-05-29 Huaixia Dou , Jie Zhu , Minghao Wu , Shuo Jiang , Junhui Li , Lifan Guo , Feng Chen , Chi Zhang

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…

软件工程 · 计算机科学 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…

Code large language models (Code LLMs) have made significant progress in code generation by translating natural language descriptions into functional code; however, real-world applications often demand stricter adherence to detailed…

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…

人工智能 · 计算机科学 2025-10-23 Zhe Zheng , Jin Han , Ke-Yin Chen , Xin-Yu Cao , Xin-Zheng Lu , Jia-Rui Lin

Code generation and comprehension by Large Language Models (LLMs) have emerged as core drivers of industrial intelligence and decision optimization, finding widespread application in fields such as finance, automation, and aerospace.…

软件工程 · 计算机科学 2026-04-06 Puyu Zeng , Zhaoxi Wang , Zhixu Duan , Liang Feng , Shaobo Wang , Cunxiang Wang , Jinghang Wang , Bing Zhao , Hu Wei , Linfeng Zhang

Effective reasoning remains a core challenge for large language models (LLMs) in the financial domain, where tasks often require domain-specific knowledge, precise numerical calculations, and strict adherence to compliance rules. We propose…

人工智能 · 计算机科学 2025-04-23 Jie Zhu , Qian Chen , Huaixia Dou , Junhui Li , Lifan Guo , Feng Chen , Chi Zhang

Compliance at web scale poses practical challenges: each request may require a regulatory assessment. Regulatory texts (e.g., the General Data Protection Regulation, GDPR) are cross-referential and normative, while runtime contexts are…

人工智能 · 计算机科学 2025-10-31 Jiseong Chung , Ronny Ko , Wonchul Yoo , Makoto Onizuka , Sungmok Kim , Tae-Wan Kim , Won-Yong Shin

Regulatory technology (RegTech) is transforming financial compliance by integrating advanced information technologies to strengthen anti money laundering and countering the financing of terrorism (AML CFT) frameworks. Recent literature…

计算机与社会 · 计算机科学 2025-11-21 Mariam El Harras , My Abdelouhab Salahddine

The integration of large language models (LLMs) into autonomous agents has enabled complex tool use, yet in high-stakes domains, these systems must strictly adhere to regulatory standards beyond simple functional correctness. However,…

计算与语言 · 计算机科学 2026-01-14 Da Song , Yuheng Huang , Boqi Chen , Tianshuo Cong , Randy Goebel , Lei Ma , Foutse Khomh

This research explores the application of Large Language Models (LLMs) for automating the extraction of requirement-related legal content in the food safety domain and checking legal compliance of regulatory artifacts. With Industry 4.0…

软件工程 · 计算机科学 2024-04-29 Shabnam Hassani

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…

计算与语言 · 计算机科学 2024-08-01 Stefan Fuchs , Michael Witbrock , Johannes Dimyadi , Robert Amor

Large language models (LLMs) are increasingly applied in financial scenarios. However, they may produce harmful outputs, including facilitating illegal activities or unethical behavior, posing serious compliance risks. To systematically…

计算与语言 · 计算机科学 2026-05-04 Yutao Hou , Yihan Jiang , Yuhan Xie , Jian Yang , Liwen Zhang , Hailiang Huang , Guanhua Chen , Yun Chen

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.…

软件工程 · 计算机科学 2025-06-26 Soumya Madireddy , Lu Gao , Zia Din , Kinam Kim , Ahmed Senouci , Zhe Han , Yunpeng Zhang

Large Language Models (LLMs) are widely adopted for automated code generation with promising results. Although prior research has assessed LLM-generated code and identified various quality issues -- such as redundancy, poor maintainability,…

软件工程 · 计算机科学 2025-08-12 Altaf Allah Abbassi , Leuson Da Silva , Amin Nikanjam , Foutse Khomh

Code generation is to automatically generate source code conforming to a given programming specification, which has received extensive attention especially with the development of large language models (LLMs). Due to the inherent difficulty…

软件工程 · 计算机科学 2024-12-20 Zhao Tian , Junjie Chen , Xiangyu Zhang

Financial large language models (FinLLMs) have been applied to various tasks in business, finance, accounting, and auditing. Complex financial regulations and standards are critical to financial services, which LLMs must comply with.…

计算工程、金融与科学 · 计算机科学 2025-01-14 Keyi Wang , Jaisal Patel , Charlie Shen , Daniel Kim , Andy Zhu , Alex Lin , Luca Borella , Cailean Osborne , Matt White , Steve Yang , Kairong Xiao , Xiao-Yang Liu Yanglet

Code completion has become a central task, gaining significant attention with the rise of large language model (LLM)-based tools in software engineering. Although recent advances have greatly improved LLMs' code completion abilities,…

软件工程 · 计算机科学 2026-01-23 Jiajun Zhang , Zeyu Cui , Lei Zhang , Jian Yang , Jiaxi Yang , Qiang Liu , Zilei Wang , Binyuan Hui , Liang Wang , Junyang Lin

Financial institutions must track over 60,000 regulatory events annually, overwhelming manual compliance teams; the industry has paid over USD 300 billion in fines and settlements since the 2008 financial crisis. We present ComplianceNLP,…

计算与语言 · 计算机科学 2026-04-28 Dongxin Guo , Jikun Wu , Siu Ming Yiu

In the past few years, Large Language Models (LLMs) have exploded in usefulness and popularity for code generation tasks. However, LLMs still struggle with accuracy and are unsuitable for high-risk applications without additional oversight…

软件工程 · 计算机科学 2024-10-29 William Murphy , Nikolaus Holzer , Feitong Qiao , Leyi Cui , Raven Rothkopf , Nathan Koenig , Mark Santolucito
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