Named Entities troubling your Neural Methods? Build NE-Table: A neural approach for handling Named Entities

Abstract

Many natural language processing tasks require dealing with Named Entities (NEs) in the texts themselves and sometimes also in external knowledge sources. While this is often easy for humans, recent neural methods that rely on learned word embeddings for NLP tasks have difficulty with it, especially with out of vocabulary or rare NEs. In this paper, we… (More)

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