Relation Extraction on BioRED (test)
61.5F1 ScoreCross Entropy (CE)
Evaluation Results
| Method | Links | |
|---|---|---|
| Cross Entropy (CE)Encoder=MTB, Training data percentage=100%2022.12 | 61.5 | |
| MCCLEncoder=MTB, Training data percentage=100%2022.12 | 60.8 | |
| Cross Entropy (CE)Encoder=PLM, Training data percentage=100%2022.12 | 57.7 | |
| MCCLEncoder=PLM, Training data percentage=100%2022.12 | 55.1 | |
| MCCLEncoder=MTB, Training data percentage=10%2022.12 | 54.2 | |
| SupConEncoder=PLM, Training data percentage=100%2022.12 | 52.2 | |
| Cross Entropy (CE)Encoder=MTB, Training data percentage=10%2022.12 | 49.8 | |
| MCCLEncoder=MTB, Training data percentage=5%2022.12 | 48.5 | |
| MCCLEncoder=PLM, Training data percentage=10%2022.12 | 45.5 | |
| SupConEncoder=MTB, Training data percentage=100%2022.12 | 43.1 | |
| Cross Entropy (CE)Encoder=PLM, Training data percentage=10%2022.12 | 42.5 | |
| MCCLEncoder=PLM, Training data percentage=5%2022.12 | 41.3 | |
| Cross Entropy (CE)Encoder=MTB, Training data percentage=5%2022.12 | 41.2 | |
| SupConEncoder=PLM, Training data percentage=10%2022.12 | 38 | |
| Lazy learningEncoder=MTB, Training data percentage=100%2022.12 | 36.7 | |
| Cross Entropy (CE)Encoder=PLM, Training data percentage=5%2022.12 | 35.4 | |
| MCCLEncoder=MTB, Training data percentage=1%2022.12 | 34.6 | |
| Lazy learningEncoder=MTB, Training data percentage=10%2022.12 | 34.4 | |
| SupConEncoder=MTB, Training data percentage=10%2022.12 | 31.4 | |
| SupConEncoder=PLM, Training data percentage=5%2022.12 | 30.9 | |
| SupConEncoder=MTB, Training data percentage=5%2022.12 | 29.1 | |
| Cross Entropy (CE)Encoder=MTB, Training data percentage=1%2022.12 | 28.6 | |
| Lazy learningEncoder=MTB, Training data percentage=5%2022.12 | 28.4 | |
| Lazy learningEncoder=PLM, Training data percentage=100%2022.12 | 28.3 | |
| SupConEncoder=MTB, Training data percentage=1%2022.12 | 24.4 | |
| Lazy learningEncoder=MTB, Training data percentage=1%2022.12 | 24.3 | |
| Cross Entropy (CE)Encoder=PLM, Training data percentage=1%2022.12 | 24.1 | |
| MCCLEncoder=PLM, Training data percentage=1%2022.12 | 20.8 | |
| SupConEncoder=PLM, Training data percentage=1%2022.12 | 20 | |
| Lazy learningEncoder=PLM, Training data percentage=10%2022.12 | 18.8 | |
| Lazy learningEncoder=PLM, Training data percentage=5%2022.12 | 17.6 | |
| Lazy learningEncoder=PLM, Training data percentage=1%2022.12 | 14.5 |