WebMar 11, 2024 · Degree-Aware Alignment for Entities in Tail. Conference Paper. Jul 2024; Weixin Zeng; Xiang Zhao; Wei Wang; Zhen Tan; View. BERT-INT:A BERT-based Interaction Model For Knowledge Graph Alignment. WebThis degree difference between equivalent entities poses a great challenge for entity alignment. To solve this problem, a novel entity alignment framework that integrates a graph convolutional network (GCN) based embedding initializer and a degree aware generative adversarial network is proposed.
Degree-Aware Alignment for Entities in Tail Request PDF - Res…
WebDec 15, 2024 · Moreover, an iterative framework is designed to leverage the positive interactions between the entity alignment and the relation alignment in a semi-supervised manner. Experimental results on three real-world datasets demonstrate that the proposed model RNM performs better than state-of-the-art methods. WebEntity alignment (EA) is to discover equivalent entities in knowledge graphs (KGs), which bridges heterogeneous sources of information and facilitates the integration of knowledge. Existing EA solutions mainly rely on structural information to align entities, typically through KG embedding. Nonetheless, in real-life KGs, only a few entities are densely connected … tree fire video
(PDF) Iterative Entity Alignment with Improved Neural Attribute ...
WebDec 31, 2024 · Degree-Aware Alignment for Entities in Tail ... which dynamically adjusts the significance of features in a degree-aware manner. For post-alignment, we propose to complement original KGs with facts from their counterparts by using confident EA results as anchors via iterative training. Comprehensive experimental evaluations validate the ... Webbeen dedicated to the alignment of KGs, since different KGs usually contain comple-mentary information. Particularly, entity alignment (EA), which aims to identify equiva-lent entities in different KGs, is a crucial step of KG alignment and has been intensively studied over the last few years [1–8]. We use Example 1 to illustrate this task. WebMay 28, 2024 · This degree difference between equivalent entities poses a great challenge for entity alignment. To solve this problem, a novel entity alignment framework that … tree fire fox news