Document Classification on MIMIC
63.89Macro F1Emb_CPE + MLP
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Emb_CPE + MLPPTM=ClinicalBioBERT2025.12 | 63.89 | 71.72 | |
| Emb_SimCSE + MLPPTM=ClinicalBioBERT2025.12 | 62.74 | 71.06 | |
| Emb_CPE + MLPPTM=RoBERTa2025.12 | 61.01 | 69.42 | |
| Emb_ESimCSE + MLPPTM=ClinicalBioBERT2025.12 | 60.39 | 70.94 | |
| Emb_ESimCSE + MLPPTM=RoBERTa2025.12 | 57.47 | 67.32 | |
| Emb_CPE + MLPPTM=BERT2025.12 | 57.12 | 68.2 | |
| Emb_ESimCSE + MLPPTM=BERT2025.12 | 57.05 | 68.08 | |
| Emb + MLPPTM=ClinicalBioBERT2025.12 | 55.84 | 68.9 | |
| Emb_SimCSE + MLPPTM=RoBERTa2025.12 | 55.72 | 66.99 | |
| Emb_SimCSE + MLPPTM=BERT2025.12 | 54.59 | 67.13 | |
| EmbCPE + MLPPTM=Longformer2025.12 | 53.06 | 64.93 | |
| Emb + MLPPTM=RoBERTa2025.12 | 49.63 | 64.27 | |
| Emb + MLPPTM=BERT2025.12 | 49.06 | 62.99 | |
| EmbESimCSE + MLPPTM=Longformer2025.12 | 46.06 | 61.44 | |
| EmbSimCSE + MLPPTM=Longformer2025.12 | 45.36 | 60.77 | |
| Emb + MLPPTM=Longformer2025.12 | 44.55 | 62.09 |