From: Syntax-based transfer learning for the task of biomedical relation extraction
Test Corpus | Model | Train corpus | P | R | F | σF |
---|---|---|---|---|---|---|
SNPPhenA | TreeLSTM | SNPPhenA alone | 58.9 | 73.8 | 65.5 | 4.1 |
+ SemEval 2013 DDI | 65.2 | 71.1 | 68.0 | 4.7 | ||
+ ADE-EXT | 62.8 | 72.1 | 67.2 | 3.4 | ||
+ reACE | 61.8 | 74.3 | 67.1 | 3.6 | ||
MCCNN | SNPPhenA alone | 55.1 | 75.0 | 63.3 | 4.8 | |
+ SemEval 2013 DDI | 55.3 | 74.4 | 63.3 | 4.9 | ||
+ ADE-EXT | 56.1 | 73.2 | 63.2 | 4.8 | ||
+ reACE | 53.2 | 70.9 | 60.6 | 4.1 | ||
EU-ADR drug-disease | TreeLSTM | EU-ADR drug-disease alone | 74.8 | 84.1 | 79.1 | 12.3 |
+ SemEval 2013 DDI | 74.8 | 90.6 | 82.0 | 13.1 | ||
+ ADE-EXT | 73.9 | 88.2 | 80.4 | 13.7 | ||
+ reACE | 74.3 | 91.1 | 79.3 | 14.3 | ||
MCCNN | EU-ADR drug-disease alone | 73.3 | 94.7 | 80.2 | 14.2 | |
+ SemEval 2013 DDI | 72.6 | 87.9 | 76.6 | 14.3 | ||
+ ADE-EXT | 73.0 | 85.5 | 76.0 | 14.5 | ||
+ reACE | 74.1 | 91.5 | 79.2 | 13.8 | ||
EU-ADR drug-target | TreeLSTM | EU-ADR drug-target alone | 72.4 | 90.6 | 80.2 | 10.9 |
+ SemEval 2013 DDI | 71.9 | 95.5 | 82.5 | 8.5 | ||
+ ADE-EXT | 70.2 | 96.7 | 80.9 | 9.2 | ||
+ reACE | 70.4 | 96.5 | 80.8 | 9.3 | ||
MCCNN | EU-ADR drug-target alone | 74.5 | 92.3 | 81.0 | 9.3 | |
+ SemEval 2013 DDI | 74.9 | 88.8 | 80.0 | 10.6 | ||
+ ADE-EXT | 76.3 | 87.4 | 80.3 | 10.1 | ||
+ reACE | 73.4 | 92.1 | 80.5 | 7.8 | ||
EU-ADR target-disease | TreeLSTM | EU-ADR target-disease alone | 77.0 | 89.7 | 82.7 | 6.4 |
+ SemEval 2013 DDI | 77.4 | 91.6 | 83.9 | 8.2 | ||
+ ADE-EXT | 77.7 | 89.5 | 83.3 | 6.9 | ||
+ reACE | 75.9 | 91.7 | 83.0 | 7.7 | ||
MCCNN | EU-ADR target-disease alone | 76.9 | 91.8 | 82.6 | 7.7 | |
+ SemEval 2013 DDI | 77.6 | 90.6 | 82.5 | 7.1 | ||
+ ADE-EXT | 75.5 | 87.4 | 81.8 | 10.1 | ||
+ reACE | 77.1 | 91.2 | 82.0 | 6.8 |