PulseAugur
LIVE 08:24:31
research · [2 sources] ·
1
research

New V4FinBench dataset benchmarks AI on corporate bankruptcy prediction

By PulseAugur Editorial · Summary by gemini-2.5-flash-lite from 2 sources

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

Summary written by gemini-2.5-flash-lite from 2 sources. How we write summaries →

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

RANK_REASON The cluster describes the release of a new academic benchmark dataset and associated paper.

Read on Hugging Face Daily Papers →

COVERAGE [2]

  1. Hugging Face Daily Papers TIER_1 ·

    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 · 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…

RELATED ENTITIES

RELATED TOPICS