[论文] V4FinBench: Benchmarking Tabular Foundation Models, LLMs, and Standard...

论文概要

研究领域: ML
作者: Marcin Kostrzewa, Sebastian Tomczak, Roman Furman
发布时间: 2025-05-09
arXiv: 2505.07227

中文摘要

企业破产预测是一项高风险的金融任务，特点是严重的类别不平衡和多horizon预测需求。支持它的公开数据集仍然稀缺且规模小：广泛使用的免费基准包含6,000到80,000个公司-年观测，而更大的资源位于付费墙后。为解决这一差距，我们引入了V4FinBench，一个包含超过一百万个来自Visegrád集团（V4）经济体（2006-2021）公司-年记录的基准，具有1...

原文摘要

Corporate bankruptcy prediction is a high-stakes financial task characterized by severe class imbalance and multi-horizon forecasting demands. Public datasets supporting it remain scarce and small: widely used free benchmarks contain between 6,000 and 80,000 company-year observations, while larger resources are behind subscription paywalls. To address this gap, we introduce V4FinBench, a benchmark of over one million company-year records from the Visegràd Group (V4) economies (2006-2021), with 1...

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