Proposed framework

Baseline

Module

P*

R**

F1-score

P*

R**

F1-score

Disease identification

0.95

0.73

0.82

0.9

0.42

0.60

Cell name extraction

0.96

0.52

0.67

0.17

0.54

0.25

Cell role identification

0.50

0.77

0.61

0.38

0.77

0.25

Tumor name identification

0.95

0.38

0.55

0.13

0.40

0.19