Efficient Contextual Representation Learning With Continuous Outputs

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Knowledge Triples

Source Entity	Relationship	Target Entity
Contextual Representation Models Method	improves	Downstream Tasks Task
ELMo Method	achieves	Speedup Metric
ELMo Method	reduces	Trainable Parameters Metric
ELMo Method	uses	Pre-trained Embedding Method
Pre-trained Embedding Method	appliesTo	Contextual Representation Models Method