Eligibility criteria amendment prediction on AMEND 1.0 (test)
0.714AUROCFinetuned BioBERT_CAMLM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Finetuned BioBERT_CAMLMBackbone=BioBERT, Training=Fine-tuning, Training Objective=CAMLM2026.01 | 0.714 | 0.67 | 0.659 | |
| Finetuned BioBERTBackbone=BioBERT, Training=Fine-tuning2026.01 | 0.704 | 0.656 | 0.631 | |
| BioBERT_CAMLM + LRBackbone=BioBERT, Classifier=Logistic Regression, Training Objective=CAMLM2026.01 | 0.689 | 0.637 | 0.643 | |
| BioBERT_CAMLM + RFBackbone=BioBERT, Classifier=Random Forest, Training Objective=CAMLM2026.01 | 0.684 | 0.633 | 0.633 | |
| BioBERT + RFBackbone=BioBERT, Classifier=Random Forest2026.01 | 0.683 | 0.616 | 0.624 | |
| BioBERT + LRBackbone=BioBERT, Classifier=Logistic Regression2026.01 | 0.676 | 0.609 | 0.629 |