Improving Neural Language Processing with Named Entities

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Knowledge Triples

Source Entity	Relationship	Target Entity
Basic Named Entities Material	improves	Accuracy Metric
Document Classification Task	implementedBy	Transformer Models Method
Extended Named Entities Material	improves	Accuracy Metric
Headline Generation Task	implementedBy	Transformer Models Method
Named Entity Recognition Task	appliesTo	Document Classification Task
Named Entity Recognition Task	appliesTo	Headline Generation Task
Pretraining based neural network models Method	uses	Sentence Representation Material
Sentence Representation Material	comparesWith	Named Entity Recognition Task
Sentence Representation Material	comparesWith	Parsing Task
Sentence Representation Material	comparesWith	Part of Speech OtherEntity
Text Data Material	usedIn	Pretraining based neural network models Method