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Compliance testing in highly regulated domains is crucial but largely manual, requiring domain experts to translate complex regulations into executable test cases. While large language models (LLMs) show promise for automation, their…

软件工程 · 计算机科学 2026-01-16 Zhiyi Xue , Xiaohong Chen , Min Zhang

Smart Contracts are critical components of blockchain ecosystems, with Solidity as the dominant programming language. While LLMs excel at general-purpose code generation, the unique constraints of Smart Contracts, such as gas consumption,…

软件工程 · 计算机科学 2025-11-24 Francesco Salzano , Simone Scalabrino , Rocco Oliveto , Remo Pareschi

Large Language Models are profoundly changing work patterns in high-risk professional domains, yet their application also introduces severe and underexplored compliance risks. To investigate this issue, we conducted semi-structured…

人机交互 · 计算机科学 2025-10-03 Siying Hu , Yaxing Yao , Zhicong Lu

The use of large language models (LLMs) for automated code generation has emerged as a significant focus within AI research. As these pretrained models continue to evolve, their ability to understand and generate complex code structures has…

软件工程 · 计算机科学 2025-05-06 Nazmus Ashrafi , Salah Bouktif , Mohammed Mediani

With the recent advancement of Large Language Models (LLMs), generating functionally correct code has become less complicated for a wide array of developers. While using LLMs has sped up the functional development process, it poses a heavy…

密码学与安全 · 计算机科学 2024-02-01 Nafis Tanveer Islam , Mohammad Bahrami Karkevandi , Peyman Najafirad

As large language models (LLMs) play an increasingly important role in code generation, enhancing both correctness and efficiency has become crucial. Current methods primarily focus on correctness, often overlooking efficiency. To address…

计算与语言 · 计算机科学 2025-06-17 Dong Huang , Guangtao Zeng , Jianbo Dai , Meng Luo , Han Weng , Yuhao Qing , Heming Cui , Zhijiang Guo , Jie M. Zhang

Large language models (LLMs) have become essential tools in software development, widely used for requirements engineering, code generation and review tasks. Software engineers often rely on LLMs to assess whether system code implementation…

软件工程 · 计算机科学 2025-08-19 Haolin Jin , Huaming Chen

Code review is a crucial process before deploying code to production, as it validates the code, provides suggestions for improvements, and identifies errors such as missed edge cases. In projects with regular production releases, the effort…

软件工程 · 计算机科学 2024-12-23 Jahnavi Kumar , Sridhar Chimalakonda

Large Language Models (LLMs) are increasingly tasked with analyzing legal texts and citing relevant statutes, yet their reliability is often compromised by general pre-training that ingests legal texts without specialized focus, obscuring…

计算与语言 · 计算机科学 2025-09-26 Xinzhe Xu , Liang Zhao , Hongshen Xu , Chen Chen

Driving in compliance with traffic laws and regulations is a basic requirement for human drivers, yet autonomous vehicles (AVs) can violate these requirements in diverse real-world scenarios. To encode law compliance into AV systems,…

人工智能 · 计算机科学 2026-04-28 Bowen Jian , Rongjie Yu , Hong Wang , Liqiang Wang , Zihang Zou

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…

计算机视觉与模式识别 · 计算机科学 2025-09-29 Licheng Zhang , Bach Le , Naveed Akhtar , Tuan Ngo

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…

计算与语言 · 计算机科学 2025-04-15 Ruoxin Xiong , Yanyu Wang , Suat Gunhan , Yimin Zhu , Charles Berryman

This study investigates the reliability of code generation by Large Language Models (LLMs), focusing on identifying and analyzing defects in the generated code. Despite the advanced capabilities of LLMs in automating code generation,…

软件工程 · 计算机科学 2024-08-27 Ali Mohammadi Esfahani , Nafiseh Kahani , Samuel A. Ajila

Large language models (LLMs) have demonstrated great potential in the financial domain. Thus, it becomes important to assess the performance of LLMs in the financial tasks. In this work, we introduce CFBenchmark, to evaluate the performance…

计算与语言 · 计算机科学 2024-05-22 Yang Lei , Jiangtong Li , Dawei Cheng , Zhijun Ding , Changjun Jiang

Smart contracts automate the management of high-value assets, where vulnerabilities can lead to catastrophic financial losses. This challenge is amplified in Large Language Models (LLMs) by two interconnected failures: they operate as…

密码学与安全 · 计算机科学 2025-10-14 Lei Yu , Jingyuan Zhang , Xin Wang , Jiajia Ma , Li Yang , Fengjun Zhang

Despite the strong language understanding abilities of large language models (LLMs), they still struggle with reliable question answering (QA) over long, structured documents, particularly for numerical reasoning. Financial annual reports…

计算与语言 · 计算机科学 2026-04-07 Yi-Cheng Wang , Wei-An Wang , Chu-Song Chen

The SuperCLUE-Fin (SC-Fin) benchmark is a pioneering evaluation framework tailored for Chinese-native financial large language models (FLMs). It assesses FLMs across six financial application domains and twenty-five specialized tasks,…

计算与语言 · 计算机科学 2024-05-01 Liang Xu , Lei Zhu , Yaotong Wu , Hang Xue

Large language models (LLMs) can often generate functionally correct code, but their ability to produce efficient implementations for performance-critical systems tasks remains limited. Existing code benchmarks mainly emphasize correctness…

软件工程 · 计算机科学 2026-05-18 Huihao Jing , Wenbin Hu , Haochen Shi , Hanyu Yang , Sirui Zhang , Shaojin Chen , Haoran Li , Yangqiu Song

Background: The rise of Large Language Models (LLMs) in software development has opened new possibilities for code generation. Despite the widespread use of this technology, it remains unclear how well LLMs generate code solutions in terms…

软件工程 · 计算机科学 2025-08-04 Alfred Santa Molison , Marcia Moraes , Glaucia Melo , Fabio Santos , Wesley K. G. Assuncao

Entity-level fine-grained sentiment analysis in the financial domain is a crucial subtask of sentiment analysis and currently faces numerous challenges. The primary challenge stems from the lack of high-quality and large-scale annotated…

计算与语言 · 计算机科学 2023-09-18 Yinyu Lan , Yanru Wu , Wang Xu , Weiqiang Feng , Youhao Zhang