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Table 2 Prescription recommendation testing on closed-set and open-set

From: Plant disease prescription recommendation based on electronic medical records and sentence embedding retrieval

Model

Closed-set (%)

Open-set (%)

TOP.1

TOP.3

TOP.5

TOP.1

TOP.3

TOP.5

BERT-sBERT

79.67

87.87

91.15

75.24

89.81

92.48

roBERTa-sBERT

79.02

87.21

91.15

76.21

90.53

93.45

macBERT-sBERT

78.69

86.89

90.82

76.94

90.29

95.39

BERT-CoSENT

86.23

96.07

98.03

81.07

91.26

94.66

RoBERTa-CoSENT

86.56

95.41

97.05

80.34

92.72

93.45

PRSER(our model)

88.20

96.07

97.70

82.04

91.50

94.90

  1. The bolded values indicate the best-performing results in each column