Exploring and evaluating attributes, values, and structures for entity alignment

• Main Authors: LIU, Zhiyuan, CAO, Yixin, PAN, Liangming, LI, Juanzi, CHUA, Tat-Seng
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2020
• Subjects: Databases and Information Systems; Graphics and Human Computer Interfaces
• Online Access: https://ink.library.smu.edu.sg/sis_research/7455; https://ink.library.smu.edu.sg/context/sis_research/article/8458/viewcontent/2020.emnlp_main.515.pdf
• Institution: Singapore Management University

Entity alignment (EA) aims at building a unified Knowledge Graph (KG) of rich content by linking the equivalent entities from various KGs. GNN-based EA methods present promising performance by modeling the KG structure defined by relation triples. However, attribute triples can also provide crucial...