# Performance on Training Set

| Label | Precision | Recall | F1-score | Support |
| --- | --- | --- | --- | --- |
| affects_efficacy_of | 0.874 | 0.658 | 0.751 | 3282 |
| binds_to | 0.888 | 0.757 | 0.817 | 967 |
| biomarker_for | 0.760 | 0.918 | 0.831 | 1081 |
| causes | 0.913 | 0.842 | 0.876 | 10861 |
| co_expressed_with | 0.921 | 0.843 | 0.880 | 605 |
| downregulates | 0.888 | 0.905 | 0.896 | 744 |
| inhibits | 0.903 | 0.691 | 0.783 | 4565 |
| interacts_with | 0.883 | 0.785 | 0.831 | 3495 |
| none | 0.976 | 0.988 | 0.982 | 217028 |
| plays_causal_role_in | 0.739 | 0.833 | 0.783 | 926 |
| precursor_of | 0.926 | 0.763 | 0.836 | 379 |
| prevents | 0.842 | 0.835 | 0.838 | 423 |
| regulates | 0.784 | 0.837 | 0.809 | 454 |
| subtype_of | 0.697 | 0.839 | 0.761 | 939 |
| treats | 0.871 | 0.919 | 0.895 | 2592 |
| upregulates | 0.845 | 0.900 | 0.871 | 1077 |
| macro avg | 0.857 | 0.832 | 0.840 | 249418 |
| weighted avg | 0.964 | 0.964 | 0.963 | 249418 |

# Performance on Validation Set

| Label | Precision | Recall | F1-score | Support |
| --- | --- | --- | --- | --- |
| affects_efficacy_of | 0.466 | 0.252 | 0.327 | 994 |
| binds_to | 0.568 | 0.303 | 0.395 | 317 |
| biomarker_for | 0.476 | 0.626 | 0.541 | 441 |
| causes | 0.659 | 0.542 | 0.595 | 3513 |
| co_expressed_with | 0.574 | 0.251 | 0.350 | 370 |
| downregulates | 0.658 | 0.571 | 0.612 | 371 |
| inhibits | 0.502 | 0.319 | 0.390 | 1127 |
| interacts_with | 0.550 | 0.366 | 0.440 | 1385 |
| none | 0.931 | 0.960 | 0.946 | 70920 |
| plays_causal_role_in | 0.391 | 0.411 | 0.401 | 253 |
| precursor_of | 0.541 | 0.384 | 0.449 | 172 |
| prevents | 0.645 | 0.562 | 0.601 | 178 |
| regulates | 0.474 | 0.522 | 0.497 | 178 |
| subtype_of | 0.352 | 0.454 | 0.397 | 271 |
| treats | 0.650 | 0.657 | 0.654 | 866 |
| upregulates | 0.585 | 0.539 | 0.561 | 395 |
| macro avg | 0.564 | 0.483 | 0.510 | 81751 |
| weighted avg | 0.884 | 0.894 | 0.887 | 81751 |

# Performance on Test Set

| Label | Precision | Recall | F1-score | Support |
| --- | --- | --- | --- | --- |
| affects_efficacy_of | 0.473 | 0.296 | 0.364 | 1127 |
| binds_to | 0.541 | 0.266 | 0.357 | 492 |
| biomarker_for | 0.455 | 0.621 | 0.525 | 314 |
| causes | 0.667 | 0.571 | 0.615 | 3400 |
| co_expressed_with | 0.440 | 0.473 | 0.456 | 131 |
| downregulates | 0.472 | 0.481 | 0.477 | 106 |
| inhibits | 0.460 | 0.251 | 0.324 | 1429 |
| interacts_with | 0.469 | 0.310 | 0.373 | 1588 |
| none | 0.936 | 0.961 | 0.948 | 76442 |
| plays_causal_role_in | 0.343 | 0.426 | 0.380 | 202 |
| precursor_of | 0.462 | 0.212 | 0.291 | 113 |
| prevents | 0.602 | 0.504 | 0.548 | 135 |
| regulates | 0.504 | 0.509 | 0.506 | 116 |
| subtype_of | 0.382 | 0.521 | 0.441 | 286 |
| treats | 0.630 | 0.702 | 0.664 | 1000 |
| upregulates | 0.564 | 0.549 | 0.557 | 224 |
| macro avg | 0.525 | 0.478 | 0.489 | 87105 |
| weighted avg | 0.889 | 0.898 | 0.892 | 87105 |