Deep neural approaches to relation triplets extraction: A comprehensive survey

T Nayak, N Majumder, P Goyal, S Poria - Cognitive Computation, 2021 - Springer
The task of relation extraction is about identifying entities and relations among them in free
text for the enrichment of structured knowledge bases (KBs). In this paper, we present a …

Span-based joint entity and relation extraction with transformer pre-training

M Eberts, A Ulges - ECAI 2020, 2020 - ebooks.iospress.nl
We introduce SpERT, an attention model for span-based joint entity and relation extraction.
Our key contribution is a light-weight reasoning on BERT embeddings, which features entity …

Deep purified feature mining model for joint named entity recognition and relation extraction

Y Wang, Y Wang, Z Sun, Y Li, S Hu, Y Ye - Information Processing & …, 2023 - Elsevier
Table filling based joint named entity recognition and relation extraction task aims to share
representation of subtasks in a table to extract structured knowledge. However, most of …