Scientific reports
Representation learning approach for understanding structured documents.
Akkshita Trivedi, Sandeep Khanna, Santanu Chaudhury, Gaurav Harit
Published: 202510.1038/s41598-025-33642-y
Abstract
Current document understanding methods struggle with complex layouts and fail to grasp the deep logical connections between elements like text, figures, and tables. To address this, we introduce the Document Relationship Entity Embedding Learner (D-R…
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