Document Classification on ECHR
57.74Macro F1 ScoreEmb_CPE + MLP
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Emb_CPE + MLPPTM=LegalBERT2025.12 | 57.74 | 69.39 | |
| Emb_SimCSE + MLPPTM=LegalBERT2025.12 | 57.52 | 68.81 | |
| Emb_ESimCSE + MLPPTM=LegalBERT2025.12 | 56.47 | 68.29 | |
| Emb_CPE + MLPPTM=RoBERTa2025.12 | 56.02 | 65.58 | |
| Emb_CPE + MLPPTM=BERT2025.12 | 54.77 | 66.98 | |
| Emb + MLPPTM=LegalBERT2025.12 | 52.63 | 65.31 | |
| Emb_ESimCSE + MLPPTM=BERT2025.12 | 50.83 | 64.41 | |
| Emb_SimCSE + MLPPTM=RoBERTa2025.12 | 49.04 | 59.4 | |
| EmbCPE + MLPPTM=Longformer2025.12 | 48.94 | 59.71 | |
| Emb_SimCSE + MLPPTM=BERT2025.12 | 48.69 | 61.37 | |
| Emb_ESimCSE + MLPPTM=RoBERTa2025.12 | 45.27 | 56.61 | |
| Emb + MLPPTM=BERT2025.12 | 36.32 | 55.56 | |
| Emb + MLPPTM=Longformer2025.12 | 35.89 | 50.35 | |
| Emb + MLPPTM=RoBERTa2025.12 | 35.27 | 55.64 | |
| EmbSimCSE + MLPPTM=Longformer2025.12 | 35.15 | 46.81 | |
| EmbESimCSE + MLPPTM=Longformer2025.12 | 32.92 | 46.29 |