Table 6 The performance of mention detection with different models on two datasets
From: Distinguished representation of identical mentions in bio-entity coreference resolution
BioNLP | P | R | F1 |
|---|---|---|---|
Bioe2e | 82.0 | 66.3 | 73.3 |
BioNeu | 84.1 | 73.1 | 78.2 |
BioNeu + SFA | 83.4 | 76.1 | 79.6 |
KE-LSTM | 78.0 | 84.1 | 80.9 |
KE-LSTM + SFA | 78.2 | 84.3 | 81.1 |
CRAFT | P | R | F1 |
E2E_MetaMap | 67.1 | 52.7 | 59.0 |
BERTfilter | 73.1 | 57.8 | 64.5 |
BioNeu | 81.6 | 49.6 | 61.7 |
BioNeu + SFA | 83.4 | 49.4 | 62.0 |
KE-LSTM | 79.3 | 63.1 | 70.3 |
KE-LSTM + SFA | 78.8 | 65.6 | 71.5 |