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Table 3 %MAP performance on each relation

From: Path-based knowledge reasoning with textual semantic information for medical knowledge graph completion

Relations Single-model + types Att-model + types BERT enhanced entity representation BERT enhanced path representation
检查相关状 (Examination-related symptoms) 38.58 50.79 53.31(+2.52) 38.84(−11.95)
检查相关部位 (Examination-related body parts) 52.90 51.64 52.75(−0.15) 70.01(+17.11)
相关状 (Disease-related symptoms) 34.35 45.51 48.43(+2.92) 38.56(−6.95)
相关科室 (Disease-related departments) 43.56 42.27 47.23(+3.67) 56.24(+12.68)
检查相关检查 (Examination-related examinations) 57.35 49.85 53.88(−3.47) 58.29(+0.94)
状相关 (Symptom-related diseases) 39.54 46.81 47.12(+0.31) 49.48(+2.67)
相关检查 (Disease-related examinations) 43.64 38.28 38.23(−5.41) 56.42(+12.79)
状相关科室 (Symptom-related departments) 50.55 51.49 57.24(+5.79) 53.67(+2.18)
状相关状 (Symptom-related symptoms) 57.59 71.44 73.78(+2.34) 48.75(−22.69)
相关 (Disease-related diseases) 37.00 44.33 48.61(−4.28) 34.07(−10.26)
相关药品 (Disease-related drugs) 51.29 47.07 56.34(−5.05) 58.61(+7.32)
状相关部位 (Symptom-related body parts) 42.55 39.86 42.34(−0.21) 47.45(+4.9)
检查相关科室 (Examination-related departments) 44.56 40.16 41.43(−3,13) 65.55(+20.99)
状相关检查 (Symptom-related departments) 53.50 47.53 56.73(+3.23) 65.34(+11.84)
检查相关 (Examination-related diseases) 58.17 56.05 58.43(+0.26) 43.80(−14.37)
相关部位 (Disease-related body parts) 58.58 56.95 57.66(−0.92) 81.00(+22.42)
状相关药品 (Symptom-related drugs) 56.28 50.39 48.81(−7.39) 63.40(+7.12)
  1. Bold font shows best performance achieved in the experimental model. The value in parentheses indicates the percentage increase compared to the best score between Single-model + types and Att-model + types