Mimicking word embeddings using subword RNNs

Keyphrases

• Word Embedding 100%
• Subword 100%
• Out-of-vocabulary Words 50%
• Performance Improvement 25%
• Low-resource Settings 25%
• Unlabeled Data 25%
• Distributional Information 25%
• Word-based 25%
• Low-dimensional Space 25%
• Morphosyntax 25%
• Part-of 25%
• Lexical Features 25%
• Extrinsic Evaluation 25%
• NLP Tasks 25%
• Character Model 25%
• Intrinsic Evaluation 25%
• Distributional Embedding 25%

Computer Science

• Recurrent Neural Network 100%
• Word Embedding 100%
• Unlabeled Data 20%
• Lower Dimensional Space 20%
• Parts Of Speech Tagging 20%