Construction of semantic bootstrapping models for relation extraction
作者:
Highlights:
• A general formalization of existing bootstrapping frameworks is concluded.
• A formalization of new semantic bootstrapping model is defined.
• A unique SSDP to guide learning iterations of bootstrapping.
• A novel bottom-up kernel method for comparing patterns.
• The application of the new model to KBP-ESF task.
摘要
•A general formalization of existing bootstrapping frameworks is concluded.•A formalization of new semantic bootstrapping model is defined.•A unique SSDP to guide learning iterations of bootstrapping.•A novel bottom-up kernel method for comparing patterns.•The application of the new model to KBP-ESF task.
论文关键词:Relation extraction,Bootstrapping,Trigger word,Kernel,Pattern learning
论文评审过程:Received 14 July 2014, Revised 16 March 2015, Accepted 17 March 2015, Available online 25 March 2015.
论文官网地址:https://doi.org/10.1016/j.knosys.2015.03.017