Opening the last kilometer of financial digitalization: intelligent management of non-standardized bills -- Taking tourism enterprises as an example

Abstract

With the continuous acceleration of digitalization, financial digitalization has become an inevitable trend in enterprise development,
with its core objective being to comprehensively optimize financial management processes and improve management efficiency through the
use of digital technologies. However, during the advancement of financial digitalization, the last mile challenge often arises, becoming a
critical bottleneck that hinders further improvements in enterprise financial digitalization. This paper focuses on the intelligent management of
non-standardized bills and conducts an in-depth analysis using tourism-related enterprises as research cases. The article proposes a bill recognition method based on CRNN and enhances the accuracy of recognizing irregular bills by introducing label smoothing techniques and word
element optimization modules. The experimental results are analyzed.