A survey on event extraction for natural language understanding: Riding the biomedical literature wave

G Frisoni, G Moro, A Carbonaro - IEEE Access, 2021 - ieeexplore.ieee.org
Motivation: The scientific literature embeds an enormous amount of relational knowledge,
encompassing interactions between biomedical entities, like proteins, drugs, and symptoms …

Biomedical event extraction based on knowledge-driven tree-LSTM

D Li, L Huang, H Ji, J Han - … of the 2019 Conference of the North …, 2019 - aclanthology.org
Event extraction for the biomedical domain is more challenging than that in the general
news domain since it requires broader acquisition of domain-specific knowledge and …

Biomedical event extraction with a novel combination strategy based on hybrid deep neural networks

L Zhu, H Zheng - BMC bioinformatics, 2020 - Springer
Background Biomedical event extraction is a fundamental and in-demand technology that
has attracted substantial interest from many researchers. Previous works have heavily relied …

Text-to-text extraction and verbalization of biomedical event graphs

G Frisoni, G Moro, L Balzani - Proceedings of the 29th …, 2022 - aclanthology.org
Biomedical events represent complex, graphical, and semantically rich interactions
expressed in the scientific literature. Almost all contributions in the event realm orbit around …

Event extraction: A survey

VD Lai - arXiv preprint arXiv:2210.03419, 2022 - arxiv.org
Extracting the reported events from text is one of the key research themes in natural
language processing. This process includes several tasks such as event detection …

Biomedical event extraction with hierarchical knowledge graphs

KH Huang, M Yang, N Peng - arXiv preprint arXiv:2009.09335, 2020 - arxiv.org
Biomedical event extraction is critical in understanding biomolecular interactions described
in scientific corpus. One of the main challenges is to identify nested structured events that …

A survey of event extraction from text

W Xiang, B Wang - IEEE Access, 2019 - ieeexplore.ieee.org
Numerous important events happen everyday and everywhere but are reported in different
media sources with different narrative styles. How to detect whether real-world events have …

An overview of event extraction and its applications

J Liu, L Min, X Huang - arXiv preprint arXiv:2111.03212, 2021 - arxiv.org
With the rapid development of information technology, online platforms have produced
enormous text resources. As a particular form of Information Extraction (IE), Event Extraction …

[PDF][PDF] Comparable study of event extraction in newswire and biomedical domains

M Miwa, P Thompson, I Korkontzelos… - … of COLING 2014, the …, 2014 - aclanthology.org
Event extraction is a popular research topic in natural language processing. Several event
extraction tasks have been defined for both the newswire and biomedical domains. In …

DICE: data-efficient clinical event extraction with generative models

MD Ma, AK Taylor, W Wang, N Peng - arXiv preprint arXiv:2208.07989, 2022 - arxiv.org
Event extraction for the clinical domain is an under-explored research area. The lack of
training data along with the high volume of domain-specific terminologies with vague entity …