Document Structure in Long Document Transformers

J Buchmann, M Eichler, JM Bodensohn… - arXiv preprint arXiv …, 2024 - arxiv.org
Long documents often exhibit structure with hierarchically organized elements of different
functions, such as section headers and paragraphs. Despite the omnipresence of document …

[HTML][HTML] DC-Graph: a chunk optimization model based on document classification and graph learning

J Zhou, G Zhang, O Alfarraj, A Tolba, X Li… - Artificial Intelligence …, 2024 - Springer
Existing machine reading comprehension methods use a fixed stride to chunk long texts,
which leads to missing contextual information at the boundaries of the chunks and a lack of …

Hierarchical Multi-Granularity Interaction Graph Convolutional Network for Long Document Classification

T Liu, Y Hu, J Gao, Y Sun, B Yin - IEEE/ACM Transactions on …, 2024 - ieeexplore.ieee.org
With the growing demand for text analytics, long document classification (LDC) has received
extensive attention, and great progress has been made. To reveal the complex structure and …

Leveraging Medical Discourse to Answer Complex Questions

B Galitsky - 2023 - preprints.org
We review the literature on medical discourse and attempt to build a computational model of
it. Medical discourse sheds a light on communication structure of patient-doctor and other …

DocumentQA-Leveraging LayoutLMv3 for Next-Level Question Answering

S Chanti, P Harika, VV Vinay… - … Conference on Self …, 2023 - ieeexplore.ieee.org
With the increasing prevalence of digital documents in various domains, the demand for
efficient and accurate question-answering (QA) systems has grown significantly. Traditional …