Gaël Guibon

Benchmarking Generalization in Financial Statement Fraud Detection: robust evaluation and novel tasks

This work constructs and makes publicly available a comprehensive U.S. company dataset combining financial statements, summarized MD&A text, and fraud labels and achieves the best performance on the challenging CI-FSFD task, demonstrating the critical value of textual data and robust evaluation for reliable financial fraud detection.