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In this work, we present the first open leaderboard for evaluating Korean large language models focused on finance. Operated for about eight weeks, the leaderboard evaluated 1,119 submissions on a closed benchmark covering five MCQA…

Computation and Language · Computer Science 2025-03-25 Guijin Son , Hyunwoo Ko , Haneral Jung , Chami Hwang

Pre-taxation analysis plays a crucial role in ensuring the fairness of public revenue collection. It can also serve as a tool to reduce the risk of tax avoidance, one of the UK government's concerns. Our report utilises pre-tax income…

Statistical Finance · Quantitative Finance 2025-09-12 Marcel Ausloos , Probowo Erawan Sastroredjo , Polina Khrennikova

Accounting fraud is a global concern representing a significant threat to the financial system stability due to the resulting diminishing of the market confidence and trust of regulatory authorities. Several tricks can be used to commit…

Machine Learning · Statistics 2018-05-09 Maria Jofre , Richard Gerlach

Tax evasion is the illegal evasion of taxes by individuals, corporations, and trusts. The revenue loss from tax avoidance can undermine the effectiveness and equity of the government policies. A standard measure of tax evasion is the tax…

Applications · Statistics 2022-06-10 Giovanna Tagliaferri , Daria Scacciatelli , Pierfrancesco Alaimo Di Loro

Existing studies show that regulation is a major barrier to global economic integration. Nonetheless, identifying and measuring regulatory barriers remains a challenging task for scholars. I propose a novel approach to quantify regulatory…

Applications · Statistics 2023-01-27 Haosen Ge

In many applications, a control procedure is required to detect potential deviations in a panel of serially correlated processes. It is common that the processes are corrupted by noise and that no prior information about the in-control data…

Negative screening is one method to avoid interactions with inappropriate entities. For example, financial institutions keep investment exclusion lists of inappropriate firms that have environmental, social, and government (ESG) problems.…

Social and Information Networks · Computer Science 2020-03-27 Ryohei Hisano , Didier Sornette , Takayuki Mizuno

Tax evasion causes severe losses of government revenues and disturbs the economic order of fair competition. To help alleviate this problem, the latest tax evasion detection solutions utilize expert knowledge to extract features and then…

Machine Learning · Computer Science 2026-05-27 Yiming Xu , Bin Shi , Bo Dong , Jiaxiang Wang , Hua Wei , Qinghua Zheng

The recent advances of deep learning have dramatically changed how machine learning, especially in the domain of natural language processing, can be applied to legal domain. However, this shift to the data-driven approaches calls for larger…

Computation and Language · Computer Science 2022-10-06 Wonseok Hwang , Dongjun Lee , Kyoungyeon Cho , Hanuhl Lee , Minjoon Seo

This paper presents an intelligent work automation approach in the context of contemporary digital transformation by integrating generative AI and Intelligent Document Processing (IDP) technologies with an Automation Agent to realize…

Artificial Intelligence · Computer Science 2025-10-28 Cheonsu Jeong , Seongmin Sim , Hyoyoung Cho , Sungsu Kim , Byounggwan Shin

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

Empirical growth analysis has three major problems --- variable selection, parameter heterogeneity and cross-sectional dependence --- which are addressed independently from each other in most studies. The purpose of this study is to propose…

Econometrics · Economics 2019-03-20 Guohua Feng , Jiti Gao , Bin Peng

The objective of this study is to examine empirically the impact of good corporate governance on financial performance of United Kingdom non-financial listed firms. Agency theory and stewardship theory serve as the bases of a conceptual…

General Finance · Quantitative Finance 2020-08-12 Martin Kyere , Marcel Ausloos

The R-package phtt provides estimation procedures for panel data with large dimensions n, T, and general forms of unobservable heterogeneous effects. Particularly, the estimation procedures are those of Bai (2009) and Kneip, Sickles, and…

Computation · Statistics 2014-07-25 Oualid Bada , Dominik Liebl

Existing datasets for multimodal table understanding, such as MMTab, primarily provide short factual answers without explicit multi-step reasoning supervision. Models trained on these datasets often generate brief responses that offers…

Artificial Intelligence · Computer Science 2026-01-28 Van-Quang Nguyen , Takayuki Okatani

Analytics on personal data, such as individuals' mobility, financial, and health data can be of significant benefit to society. Such data is already collected by smartphones, apps and services today, but liberal societies have so far…

Traditional models of market efficiency assume that equity prices incorporate information based on content alone, often neglecting the structural influence of reporting timing and cadence. This study introduces the Autonomous Disclosure…

Computational Finance · Quantitative Finance 2026-02-23 Krishna Neupane

In financial backtesting, large language models pretrained on internet-scale data risk introducing lookahead bias that undermines their forecasting validity, as they may have already seen the true outcome during training. To address this,…

Computation and Language · Computer Science 2026-03-13 Yutong Yan , Raphael Tang , Zhenyu Gao , Wenxi Jiang , Yao Lu

Government transparency, widely recognized as a cornerstone of open government, depends on robust information management practices. Yet effective assessment of information management remains challenging, as existing methods fail to consider…

Computers and Society · Computer Science 2025-05-23 Jos Zuijderwijk , Iris Beerepoot , Thomas Martens , Eva Knies , Tanja van der Lippe , Hajo A. Reijers

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,…

Computation and Language · Computer Science 2026-04-28 Dongxin Guo , Jikun Wu , Siu Ming Yiu
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