From: B-LBConA: a medical entity disambiguation model based on Bio-LinkBERT and context-aware mechanism
Model | NCBI | ADR | ShARe/CLEF | |||
---|---|---|---|---|---|---|
test | refined test | test | refined test | test | refined test | |
BERT-based Ranking [11] | 88.96 | 67.44 | 93.17 | 79.83 | 91.09 | 80.47 |
Edge-weight-updating NN [34] | 91.72 | 71.15 | 92.21 | 80.05 | 91.56 | 81.45 |
SciFive [35] | 90.47 | 69.53 | 92.17 | 75.18 | 91.01 | 79.83 |
ED-GNN(GraphSAGE) [1] | 92.44 | 72.36 | 92.03 | 78.25 | 89.46 | 76.39 |
D-C + OD-T [36] | 92.25 | - | - | - | 90.41 | - |
ResCNN [37] | 92.40 | 73.02 | \(\underline{93.83}\) | 78.96 | 92.79 | 79.13 |
Lightweight-NN [19] | 92.56 | 69.65 | 93.07 | 80.34 | 92.73 | 80.78 |
KRISSBERT [38] | 89.93 | 70.88 | 91.65 | 75.42 | 90.41 | 78.92 |
Inter- and Intra-Attention [13] | 91.28 | - | 93.13 | - | - | - |
G-MAP [39] | \(\underline{92.61}\) | \(\underline{73.75}\) | 93.26 | 79.23 | \(\underline{92.98}\) | \(\underline{81.29}\) |
B-LBConA (our model) | 93.57 | 74.38 | 94.72 | \(\underline{79.89}\) | 94.23 | 80.68 |