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Table 2 Accuracy for different experiment setting

From: Enhancing unsupervised medical entity linking with multi-instance learning

 

E+

E−

Train stage

Accuracy (%)

BEL

–

–

–

58.62

Baseline

Top1

Random Top20

Pre-train

58.62

EMEL-top

Top3

Random Top20

MIL

59.77

Top3

Random all

MIL

58.76

Top4

Random Top20

MIL

59.19

Top4

Random all

MIL

57.90

EMEL-cluster

Cluster2

Random Top20

MIL

59.19

Cluster3

Random Top20

MIL

60.34

Cluster4

Random Top20

MIL

60.05

  1. Bold value represents the best experimental result