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Table 4 Accuracy comparison among modules (%)

From: Few-shot relation classification by context attention-based prototypical networks with BERT

Model

5 way 5 shot

5 way 10 shot

10 way 5 shot

10 way 10 shot

Prototypical networks(CNN)

85.57 ± 0.14

88.17 ± 0.10

75.01 ± 0.16

78.50 ±0.11

Proto_CATT(CNN)

87.48 ± 0.12

89.28 ± 0.08

77.46 ±0.13

80.39 ± 0.14

Proto_BERT(fine-tuning)

91.86 ± 0.02

93.34 ± 0.04

85.44 ± 0.03

87.51 ± 0.04

Proto_BERT(CNN)

93.54 ± 0.05

94.68 ± 0.04

88.85 ± 0.06

90.18 ± 0.05

Proto_CATT_BERT(CNN)

94.86 ± 0.04

95.74 ± 0.05

90.01 ± 0.04

91.60 ± 0.03