Yoshiyasu Takefuji

Learning Distributed Representations of Texts and Entities from Knowledge Base

2017 · Transactions of the Association for Computational Linguistics

We describe a neural network model that jointly learns distributed representations of texts and knowledge base (KB) entities. Given a text in the KB, we train our proposed model to predict entities that are relevant …

Joint Learning of the Embedding of Words and Entities for Named Entity Disambiguation

2016

Named Entity Disambiguation (NED) refers to the task of resolving multiple named entity mentions in a document to their correct references in a knowledge base (KB) (e.g., Wikipedia). In this paper, we propose a novel …