Classification on AMEND_LLM
69.7AUROCFinetuned BioBERT_CAMLM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Finetuned BioBERT_CAMLMBackbone=BioBERT, CAMLM integration=True, Classifier=End-to-End, Evaluation Protocol=Finetuning2026.01 | 69.7 | 63.4 | 64.4 | |
| BioBERT_CAMLM + LRBackbone=BioBERT, CAMLM integration=True, Classifier=LR, Evaluation Protocol=Feature Extraction2026.01 | 69.1 | 63.2 | 63.9 | |
| Finetuned BioBERTBackbone=BioBERT, CAMLM integration=False, Classifier=End-to-End, Evaluation Protocol=Finetuning2026.01 | 68.7 | 62.1 | 61.9 | |
| BioBERT_CAMLM + RFBackbone=BioBERT, CAMLM integration=True, Classifier=RF, Evaluation Protocol=Feature Extraction2026.01 | 68.6 | 62.8 | 63.3 | |
| BioBERT + LRBackbone=BioBERT, CAMLM integration=False, Classifier=LR, Evaluation Protocol=Feature Extraction2026.01 | 68.1 | 61 | 63.3 | |
| BioBERT + RFBackbone=BioBERT, CAMLM integration=False, Classifier=RF, Evaluation Protocol=Feature Extraction2026.01 | 67.6 | 60.3 | 61.7 | |
| BERT_CAMLM + LRBackbone=BERT, CAMLM integration=True, Classifier=LR, Evaluation Protocol=Feature Extraction2026.01 | 67.5 | 62 | 62.4 | |
| BERT_CAMLM + RFBackbone=BERT, CAMLM integration=True, Classifier=RF, Evaluation Protocol=Feature Extraction2026.01 | 67.4 | 61.6 | 61.8 | |
| Longformer_CAMLM + LRBackbone=Longformer, CAMLM integration=True, Classifier=LR, Evaluation Protocol=Feature Extraction2026.01 | 67.4 | 61.8 | 62.6 | |
| Longformer_CAMLM + RFBackbone=Longformer, CAMLM integration=True, Classifier=RF, Evaluation Protocol=Feature Extraction2026.01 | 67.3 | 62.7 | 61.9 | |
| Longformer + LRBackbone=Longformer, CAMLM integration=False, Classifier=LR, Evaluation Protocol=Feature Extraction2026.01 | 67 | 61.1 | 62.2 | |
| BERT + LRBackbone=BERT, CAMLM integration=False, Classifier=LR, Evaluation Protocol=Feature Extraction2026.01 | 66.9 | 60.2 | 61.6 | |
| Longformer + RFBackbone=Longformer, CAMLM integration=False, Classifier=RF, Evaluation Protocol=Feature Extraction2026.01 | 66.6 | 60.2 | 59.7 | |
| BERT + RFBackbone=BERT, CAMLM integration=False, Classifier=RF, Evaluation Protocol=Feature Extraction2026.01 | 66 | 59.8 | 60.5 |