Auf Maschinenlernen Basierendes System und Verfahren zur Automatischen Extraktion von Feldern aus Dokumenten

Details

Veröffentlichungs-Nr.

EP4769285

Anmeldetag

24. Dezember 2025

Veröffentlichung

1. Juli 2026

Rechtsraum

EP

IPC

G06Q40/12, G06N20/00

Abstract

A machine-learning based (ML-based) system and method for automatically extracting one or more data fields from one or more documents, are disclosed. The ML-based system includes a document obtaining subsystem to obtain documents, a document pre-processing subsystem to generate pre-processed data, a field identifying subsystem to identify data fields using a trained ML model, and a field extracting subsystem to extract financial information. The ML-based system also comprises an output subsystem to deliver the extracted data to end users via user interfaces. The ML model is trained using historical documents, labelled data fields, and features such as distance-based features, direction-based features, dimension-based features, positional features, and value-based features. The M-based system employs hyperparameter optimization, noise removal, and accuracy assessment mechanisms to enhance performance. This ML-based system provides a scalable, accurate, and automated solution for financial information extraction, ensuring efficiency, adaptability, and seamless integration with enterprise systems.

Anmelder

Firma

Highradius Corporation

Land

🇺🇸 USA

Fachgebiete