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) |