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Collective Entity Disambiguation with Structured Gradient Tree Boosting
AbstractWe present a gradient-tree-boosting-based structured learning model for jointly disambiguating named entities in a document. Gradient tree boosting is a widely used machine learning algorithm that underlies many top-performing natural …...
Comparative evaluation of boundary-relaxed annotation for Entity Linking performance
AbstractEntity Linking performance has a strong reliance on having a large quantity of high-quality annotated training data available. Yet, manual annotation of named entities, especially their boundaries, is ambiguous, error-prone, …...