Mattéo Galfré

Safe Invoice Data Extraction: FPR-Constrained Validation with VLM Denoising

Automating invoice processing in enterprise settings requires more than high extraction accuracy: it demands a reliable mechanism to decide when an extraction is trustworthy enough to bypass human review. While modern Vision-Language Models (VLMs) achieve state-of-the-art results on document benchmarks, their integrati...