Method: baseline - LayoutLMv3 with unsupervised and synthetic pre-training - Task 2 - Line Item Recognition - Document Information Localization and Extraction

method: baseline - LayoutLMv3 with unsupervised and synthetic pre-training2023-05-02

Authors: Organizers

Affiliation: Rossum.ai, Czech Technical University in Prague, University of La Rochelle

Description: Baseline method. Uses multi-label NER formulation with LayoutLMv3 as the backbone. It is pre-trained on the unlabelled and synthetic parts of the DocILE dataset.

Šimsa, Štěpán, et al. "DocILE Benchmark for Document Information Localization and Extraction." arXiv preprint arXiv:2302.05658 (2023).

Source code