Neural collective entity linking

• Main Authors: CAO, Yixin, HOU, Lei, LI, Juanzi, LIU, Zhiyuan
• Format: text
• Language: English
• Published: Institutional Knowledge at Singapore Management University 2018
• Subjects: Databases and Information Systems; Graphics and Human Computer Interfaces
• Online Access: https://ink.library.smu.edu.sg/sis_research/7466; https://ink.library.smu.edu.sg/context/sis_research/article/8469/viewcontent/C18_1057.pdf
• Institution: Singapore Management University

Entity Linking aims to link entity mentions in texts to knowledge bases, and neural models have achieved recent success in this task. However, most existing methods rely on local contexts to resolve entities independently, which may usually fail due to the data sparsity of local information. To addr...