Research Article

Biomedical Text Classification Using Augmented Word Representation Based on Distributional and Relational Contexts

Table 8

Concept categorization performance with and .

Word embeddingsAPBLESSBattigESSLI_1aESSLI_2bESSLI_2cOhta-10-bio-words

GloVe_W0.236310.230.114890.431820.4750.377780.41379
GloVe_C0.233830.220.11580.431820.50.422220.41379
GloVe_Merged0.251240.2450.124260.545450.550.466670.45689
WE0.276120.2950.121770.477270.5750.377780.44826
CE0.228860.320.118720.477270.550.333330.43104
Merged0.261190.280.127320.50.5750.40.48276

Bold means the best performance in the case of each dataset.