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New V4FinBench dataset benchmarks AI on corporate bankruptcy prediction

作者 PulseAugur 编辑部 · [2 个来源] ·

Researchers have introduced V4FinBench, a new benchmark dataset designed to evaluate AI models on corporate bankruptcy prediction. The dataset comprises over one million company-year records from Visegràd Group economies, featuring 131 financial and non-financial features across six prediction horizons. Initial evaluations show that finetuned TabPFN models perform comparably to or better than gradient boosting methods, while Llama-3-8B models lag behind on key metrics. AI

影响 Provides a large-scale, realistic dataset for advancing AI in financial risk assessment and bankruptcy prediction.

排序理由 The cluster describes the release of a new academic benchmark dataset and associated paper.

在 Hugging Face Daily Papers 阅读 →

AI 生成摘要 · Google Gemini · 来自 2 个来源。 我们如何撰写摘要 →

New V4FinBench dataset benchmarks AI on corporate bankruptcy prediction

报道来源 [2]

  1. Hugging Face Daily Papers TIER_1 English(EN) ·

    V4FinBench: Benchmarking Tabular Foundation Models, LLMs, and Standard Methods on Corporate Bankruptcy Prediction

    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 observat…

  2. arXiv cs.LG TIER_1 English(EN) · Maciej Zięba ·

    V4FinBench: Benchmarking Tabular Foundation Models, LLMs, and Standard Methods on Corporate Bankruptcy Prediction

    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 observat…

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