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

CONLL 2016 Ikuya YamadaHiroyuki ShindoHideaki TakedaYoshiyasu Takefuji

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 embedding method specifically designed for NED... (read more)

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Evaluation results from the paper


Task Dataset Model Metric name Metric value Global rank Compare
Entity Disambiguation AIDA-CoNLL Wikipedia2Vec Micro-F1 91.5 # 4
Entity Linking AIDA-CoNLL Wikipedia2Vec-GBRT Accuracy 93.1 # 2
Entity Disambiguation TAC2010 Wikipedia2Vec Micro-F1 85.2 # 2