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This study presents a modular, multi-agent system for the automated review of highly structured enterprise business documents using AI agents. Unlike prior solutions focused on unstructured texts or limited compliance checks, this framework…

Computation and Language · Computer Science 2025-07-01 Sudip Dasgupta , Himanshu Shankar

Structured finance, which involves restructuring diverse assets into securities like MBS, ABS, and CDOs, enhances capital market efficiency but presents significant due diligence challenges. This study explores the integration of artificial…

Artificial Intelligence · Computer Science 2024-05-08 Xiangpeng Wan , Haicheng Deng , Kai Zou , Shiqi Xu

Biomedical evidence synthesis relies on accurate extraction of methodological, laboratory, and outcome variables from full-text research articles, yet these variables are embedded in complex scientific PDFs that make manual abstraction…

Computation and Language · Computer Science 2026-01-22 Pouria Mortezaagha , Joseph Shaw , Bowen Sun , Arya Rahgozar

In the age of information overload, professionals across various fields face the challenge of navigating vast amounts of documentation and ever-evolving standards. Ensuring compliance with standards, regulations, and contractual obligations…

Cryptography and Security · Computer Science 2024-07-22 Shohreh Deldari , Mohammad Goudarzi , Aditya Joshi , Arash Shaghaghi , Simon Finn , Flora D. Salim , Sanjay Jha

UK planning authorities face a legislative conflict between the Planning Act, which mandates public access to application documents, and the Data Protection Act, which requires protection of personal information. This situation creates a…

Artificial Intelligence · Computer Science 2026-03-17 Lars Malmqvist , Robin Barber

Unstructured text from legal, medical, and administrative sources offers a rich but underutilized resource for research in public health and the social sciences. However, large-scale analysis is hampered by two key challenges: the presence…

Computation and Language · Computer Science 2025-07-16 Anders Ledberg , Anna Thalén

AI governance frameworks increasingly rely on audits, yet the results of their underlying evaluations require interpretation and context to be meaningfully informative. Even technically rigorous evaluations can offer little useful insight…

Computers and Society · Computer Science 2025-08-18 Leon Staufer , Mick Yang , Anka Reuel , Stephen Casper

In the face of global economic uncertainty, financial auditing has become essential for regulatory compliance and risk mitigation. Traditional manual auditing methods are increasingly limited by large data volumes, complex business…

Risk Management · Quantitative Finance 2026-01-09 Tingyu Yuan , Xi Zhang , Xuanjing Chen

As AI systems move into high stakes domains such as legal reasoning, medical diagnosis, and financial decision making, regulators and practitioners increasingly demand auditability. Auditability means the ability to trace exactly what each…

Artificial Intelligence · Computer Science 2026-01-05 Xin Guan , Yunshan Li , Zekun Wu , Ruibo Zhang

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

Rising concern for the societal implications of artificial intelligence systems has inspired a wave of academic and journalistic literature in which deployed systems are audited for harm by investigators from outside the organizations…

Software testing remains critical for ensuring reliability, yet traditional approaches are slow, costly, and prone to gaps in coverage. This paper presents an AI-driven framework that automates test case generation and validation using…

Software Engineering · Computer Science 2025-08-25 Saba Naqvi , Mohammad Baqar

Personalized services bridge the gap between a financial institution and its customers and are built on trust. The more we trust the product, the keener we are to disclose our personal information in order to receive a highly personalized…

Computational Engineering, Finance, and Science · Computer Science 2024-01-30 Vijaya Kanaparthi

The European Union's Artificial Intelligence Act establishes comprehensive requirements for high-risk AI systems, yet the harmonized standards necessary for demonstrating compliance remain not fully developed. In this paper, we investigate…

Computers and Society · Computer Science 2026-01-14 Gregor Autischer , Kerstin Waxnegger , Dominik Kowald

The proliferation of artificial intelligence (AI) in financial services has prompted growing demand for tools that can systematically detect AI-related disclosures in corporate filings. While prior approaches often rely on keyword expansion…

Computational Finance · Quantitative Finance 2025-07-04 Muhammad Bilal Zafar

Auditing financial documents is a very tedious and time-consuming process. As of today, it can already be simplified by employing AI-based solutions to recommend relevant text passages from a report for each legal requirement of rigorous…

Audits contribute to the trustworthiness of Learning Analytics (LA) systems that integrate Artificial Intelligence (AI) and may be legally required in the future. We argue that the efficacy of an audit depends on the auditability of the…

Computers and Society · Computer Science 2024-11-15 Linda Fernsel , Yannick Kalff , Katharina Simbeck

Extracting structured and quantitative insights from unstructured financial filings is essential in investment research, yet remains time-consuming and resource-intensive. Conventional approaches in practice rely heavily on labor-intensive…

Artificial Intelligence · Computer Science 2025-06-27 Chanyeol Choi , Alejandro Lopez-Lira , Yongjae Lee , Jihoon Kwon , Minjae Kim , Juneha Hwang , Minsoo Ha , Chaewoon Kim , Jaeseon Ha , Suyeol Yun , Jin Kim

Academic citation integrity faces persistent challenges, with research indicating 20% of citations contain errors and manual verification requiring months of expert time. This paper presents a novel AI-powered methodology for systematic,…

Digital Libraries · Computer Science 2025-11-10 L. J. Janse van Rensburg

Document AI, or Document Intelligence, is a relatively new research topic that refers to the techniques for automatically reading, understanding, and analyzing business documents. It is an important research direction for natural language…

Computation and Language · Computer Science 2021-11-17 Lei Cui , Yiheng Xu , Tengchao Lv , Furu Wei
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