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Table 6: 
The best encoding for each word embedding model on the various tasks. Bold entries are the best performers on each task. Dash marks no preference.
ModelVPC ClassificationLVC ClassificationNC LiteralityNC RelationsAN AttributesPhrase Type
word2vec biLM Att biLMAtt None NonebiLM 
GloVe biLM Att Att biLM biLM 
fastText Att biLM biLM biLM Att biLM 
ModelVPC ClassificationLVC ClassificationNC LiteralityNC RelationsAN AttributesPhrase Type
word2vec biLM Att biLMAtt None NonebiLM 
GloVe biLM Att Att biLM biLM 
fastText Att biLM biLM biLM Att biLM 
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