Table 7 PPI extraction evaluation results on five PPI corpora.
From: BioWordVec, improving biomedical word embeddings with subword information and MeSH
Data Set | Mikolov et al.1 | Pyysalo et al.21 | Chiu et al.8 | BioWordVec (win5) w/o MeSH | BioWordVec (win5) w/MeSH | |||||
---|---|---|---|---|---|---|---|---|---|---|
F-Score | σ | F-Score | σ | F-Score | σ | F-Score | σ | F-Score | σ | |
AIMed | 0.445 | 0.076 | 0.457 | 0.087 | 0.492 | 0.064 | 0.484 | 0.101 | 0.487 | 0.081 |
BioInfer | 0.524 | 0.038 | 0.532 | 0.044 | 0.545 | 0.053 | 0.543 | 0.041 | 0.549 | 0.039 |
IEPA | 0.603 | 0.062 | 0.597 | 0.062 | 0.615 | 0.061 | 0.617 | 0.049 | 0.623 | 0.064 |
HPRD50 | 0.484 | 0.187 | 0.499 | 0.121 | 0.481 | 0.145 | 0.504 | 0.136 | 0.511 | 0.13 |
LLL | 0.679 | 0.12 | 0.688 | 0.093 | 0.684 | 0.124 | 0.708 | 0.092 | 0.713 | 0.095 |