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Table 14 BiLSTM-ELMo parameters and resulting tuning F1 scores

From: Concept recognition as a machine translation problem

Ontology

Batch size

# Epochs

# Neurons

F1 score (macro)

F1 score (micro)

ChEBI

18

10

3

0.65

> 0.99

CL

18

10

12

0.72

> 0.99

GO_BP

18

10

12

0.66

> 0.99

GO_CC

18

10

3

0.65

> 0.99

GO_MF

18

100

3

0.66

> 0.99

MOP

18

100

12

0.61

> 0.99

NCBITaxon

18

100

12

0.96

> 0.99

PR

18

10

12

0.71

> 0.99

SO

18

100

12

0.65

> 0.99

UBERON

18

10

12

0.68

> 0.99

  1. Due to limited resources, the batch size is 18 for all ontologies