Jointly learning span extraction and sequence labeling for information extraction from business documents

NH Son, MY Hieu, TAD Nguyen… - 2022 International Joint …, 2022 - ieeexplore.ieee.org
This paper introduces a new information extraction model for business documents. Different
from prior studies which only base on span extraction or sequence labeling, the model takes …

Emotion-cause pair extraction as question answering

HH Nguyen, MT Nguyen - arXiv preprint arXiv:2301.01982, 2023 - arxiv.org
The task of Emotion-Cause Pair Extraction (ECPE) aims to extract all potential emotion-
cause pairs of a document without any annotation of emotion or cause clauses. Previous …

RDU: A Region-based Approach to Form-style Document Understanding

F Zhu, C Wang, W Lei, Z Liu, TS Chua - arXiv preprint arXiv:2206.06890, 2022 - arxiv.org
Key Information Extraction (KIE) is aimed at extracting structured information (eg key-value
pairs) from form-style documents (eg invoices), which makes an important step towards …

Value retrieval with arbitrary queries for form-like documents

M Gao, L Xue, C Ramaiah, C Xing, R Xu… - arXiv preprint arXiv …, 2021 - arxiv.org
We propose value retrieval with arbitrary queries for form-like documents to reduce human
effort of processing forms. Unlike previous methods that only address a fixed set of field …

Improving Document Image Understanding with Reinforcement Finetuning

BS Nguyen, DT Le, HM Vu, TAD Nguyen… - … Conference on Neural …, 2022 - Springer
Abstract Successful Artificial Intelligence systems often require numerous labeled data to
extract information from document images. In this paper, we investigate the problem of …

Development of an End-to-End Pipeline for Custom Key-Value Extraction from Commercial Invoices

A Mohan - 2023 - dspace.mit.edu
Inefficiencies in manual extraction of information from business documents have resulted in
the development of automated processing solutions. Within the scope of business …