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Table 12 CRF tuning parameters and resulting tuning F1 scores

From: Concept recognition as a machine translation problem

Ontology

L1

L2

Time (h)

F1 score (macro)

F1 score (micro)

ChEBI

0.0862

0.000186

3

0.61

0.99

CL

0.00477

0.0473

3

0.73

> 0.99

GO_BP

0.0862

0.000186

3.17

0.63

0.99

GO_CC

0.269

0.00892

3

0.55

0.99

GO_MF

0.215

0.00392

3

0.66

0.99

MOP

0.0862

0.000186

3

0.65

> 0.99

NCBITaxon

0.0862

0.000186

3

0.61

> 0.99

PR

0.00477

0.0473

3.25

0.54

0.97

SO

0.315

0.00578

3.22

0.66

> 0.99

UBERON

0.221

0.003005

3.3

0.63

0.99

  1. The overall memory usage for all tuning was 6 GB