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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.
Model
.
VPC Classification
.
LVC Classification
.
NC Literality
.
NC Relations
.
AN Attributes
.
Phrase Type
.
word2vec
biLM
Att
biLM
Att
None
-
None
biLM
GloVe
biLM
Att
Att
biLM
-
biLM
fastText
Att
biLM
biLM
biLM
Att
biLM
Model
.
VPC Classification
.
LVC Classification
.
NC Literality
.
NC Relations
.
AN Attributes
.
Phrase Type
.
word2vec
biLM
Att
biLM
Att
None
-
None
biLM
GloVe
biLM
Att
Att
biLM
-
biLM
fastText
Att
biLM
biLM
biLM
Att
biLM
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