Table 3 P@N for distant supervised relation extraction models on BioRel
From: BioRel: towards large-scale biomedical relation extraction
Model | P@4000 (%) | P@8000 (%) | P@12000 (%) | P@16000 (%) | Mean (%) | F1 | AUC |
|---|---|---|---|---|---|---|---|
CNN+ONE | 93.38 | 84.91 | 75.00 | 65.69 | 79.75 | 0.66 | 0.70 |
CNN+AVE | 94.00 | 90.95 | 81.58 | 71.97 | 85.30 | 0.72 | 0.79 |
CNN+ATT | 96.40 | 90.59 | 82.35 | 72.31 | 85.41 | 0.72 | 0.78 |
PCNN+ONE | 92.15 | 83.80 | 74.53 | 65.46 | 78.98 | 0.65 | 0.69 |
PCNN+AVE | 96.57 | 93.60 | 85.74 | 75.39 | 88.12 | 0.76 | 0.82 |
PCNN+ATT | 96.15 | 91.11 | 83.27 | 73.40 | 85.98 | 0.73 | 0.79 |
RNN+ONE | 88.89 | 81.05 | 71.58 | 63.13 | 76.16 | 0.63 | 0.66 |
RNN+AVE | 96.67 | 92.83 | 83.97 | 73.53 | 87.00 | 0.74 | 0.80 |
RNN+ATT | 94.60 | 89.63 | 81.81 | 72.54 | 84.65 | 0.72 | 0.78 |
Mintz | 79.79 | 67.08 | 56.93 | 49.23 | 63.25 | 0.49 | 0.45 |
MultiR | 72.70 | 66.93 | 40.32 | 20.21 | 50.04 | 0.30 | 0.23 |
MIML | 73.35 | 59.01 | 48.63 | 31.40 | 53.09 | 0.43 | 0.39 |