X Han, Y Zhang, W Zhang, T Huang - Information, 2020 - mdpi.com
Relation extraction is a vital task in natural language processing. It aims to identify the relationship between two specified entities in a sentence. Besides information contained in …
S Xu, S Sun, Z Zhang, F Xu, J Liu - Neurocomputing, 2022 - Elsevier
Entity relation extraction aims to identify the semantic relation between entity pairs in a sentence and is an important technical support for downstream tasks such as question …
X Liang, S Wu, M Li, Z Li - arXiv preprint arXiv:2204.04437, 2022 - arxiv.org
Relation extraction is a key task in Natural Language Processing (NLP), which aims to extract relations between entity pairs from given texts. Recently, relation extraction (RE) has …
Z Zhang, S Zhao, H Zhang, Q Wan, J Liu - Knowledge-Based Systems, 2024 - Elsevier
Relation extraction aims to identify the relation between two entities. Early works on relation extraction are performed within a sentence. Numerous entity pairs with relations are …
P Wang, J Xie, X Chen, G Li, W Li - IJCAI, 2023 - ijcai.org
Recent work for extracting relations from texts has achieved excellent performance. However, existing studies mainly focus on simple relation extraction, and these methods …
T Hang, J Feng, Y Wu, L Yan, Y Wang - Expert Systems with Applications, 2021 - Elsevier
Joint extraction of entities and overlapping relations has attracted considerable attention in recent research. Existing relation extraction methods rely on a training set that is labeled by …
M Tuo, W Yang, F Wei, Q Dai - Electronics, 2023 - mdpi.com
In recent years, overlapping entity relation extraction has received a great deal of attention and has made good progress in English. However, the research on overlapping entity …
Previous work for relation extraction from free text is mainly based on intra-sentence information. As relations might be mentioned across sentences, inter-sentence information …
Y Zhao, X Yuan, Y Yuan, S Deng, J Quan - Social Network Analysis and …, 2023 - Springer
Capturing semantics and structure surrounding the target entity pair is crucial for relation extraction. The task is challenging due to the limited semantic elements and structural …