Relation Extraction on ChemDisGene All relationships (test)
48.56F1 ScoreSSR-PU+ATLOP+PubmedBert
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SSR-PU+ATLOP+PubmedBertLoss Function=SSR-PU, Backbone=PubmedBert2022.10 | 48.56 | 54.27 | 43.93 | |
| S-PU+ATLOP+PubmedBertLoss Function=S-PU learning (prior shift), Backbone=PubmedBert2022.10 | 46.73 | 53.95 | 41.23 | |
| SR-PN+ATLOP+PubmedBertLoss Function=Squared ranking loss PN learning (SR-PN), Backbone=PubmedBert2022.10 | 46.56 | 69.84 | 34.93 | |
| SR-PU+ATLOP+PubmedBertLoss Function=Squared ranking loss PU learning (SR-PU), Backbone=PubmedBert2022.10 | 45.86 | 46.91 | 44.86 | |
| PU+ATLOP+PubmedBertLoss Function=PU learning, Backbone=PubmedBert2022.10 | 44.6 | 46.56 | 42.8 | |
| PN+ATLOP+PubmedBertLoss Function=PN learning, Backbone=PubmedBert2022.10 | 44.25 | 73.46 | 31.67 | |
| BRAN+PubmedBertSource=Reported2022.10 | 43.8 | 70.9 | 31.6 | |
| ATLOP+PubmedBertImplementation=Our implementation, Backbone=PubmedBert2022.10 | 42.73 | 76.17 | 29.7 | |
| PubmedBertSource=Reported2022.10 | 42.1 | 64.3 | 31.3 | |
| BRANSource=Reported2022.10 | 32.5 | 41.8 | 26.6 |