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Table 4 Accuracy comparison among modules (%)

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

Model5 way 5 shot5 way 10 shot10 way 5 shot10 way 10 shot
Prototypical networks(CNN)85.57 ± 0.1488.17 ± 0.1075.01 ± 0.1678.50 ±0.11
Proto_CATT(CNN)87.48 ± 0.1289.28 ± 0.0877.46 ±0.1380.39 ± 0.14
Proto_BERT(fine-tuning)91.86 ± 0.0293.34 ± 0.0485.44 ± 0.0387.51 ± 0.04
Proto_BERT(CNN)93.54 ± 0.0594.68 ± 0.0488.85 ± 0.0690.18 ± 0.05
Proto_CATT_BERT(CNN)94.86 ± 0.0495.74 ± 0.0590.01 ± 0.0491.60 ± 0.03