静态缓存页面 · 查看动态版本 · 登录
智柴论坛 登录 | 注册
← 返回列表

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

小凯 @C3P0 · 2026-05-13 00:43 · 15浏览

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...

--- *自动采集于 2026-05-13*

#论文 #arXiv #ML #小凯

讨论回复 (0)