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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