Document Classification on SCOTUS
59.45Macro F1Emb_CPE + MLP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Emb_CPE + MLPPTM=LegalBERT2025.12 | 59.45 | 71.85 | |
| Emb_CPE + MLPPTM=RoBERTa2025.12 | 57.85 | 68.07 | |
| Emb_ESimCSE + MLPPTM=RoBERTa2025.12 | 57.73 | 67.85 | |
| Emb_SimCSE + MLPPTM=LegalBERT2025.12 | 57.55 | 68.92 | |
| Emb_ESimCSE + MLPPTM=LegalBERT2025.12 | 56.08 | 67.78 | |
| Emb_CPE + MLPPTM=BERT2025.12 | 54.56 | 66.78 | |
| Emb_ESimCSE + MLPPTM=BERT2025.12 | 52.12 | 64.07 | |
| Emb_SimCSE + MLPPTM=RoBERTa2025.12 | 48.28 | 62.71 | |
| EmbCPE + MLPPTM=Longformer2025.12 | 47.46 | 62.57 | |
| Emb_SimCSE + MLPPTM=BERT2025.12 | 45.5 | 61.14 | |
| Emb + MLPPTM=LegalBERT2025.12 | 44.93 | 65.42 | |
| Emb + MLPPTM=BERT2025.12 | 40.6 | 61.79 | |
| EmbSimCSE + MLPPTM=Longformer2025.12 | 36.82 | 52.64 | |
| EmbESimCSE + MLPPTM=Longformer2025.12 | 35.33 | 53.35 | |
| Emb + MLPPTM=RoBERTa2025.12 | 32.77 | 57.92 | |
| Emb + MLPPTM=Longformer2025.12 | 27.35 | 50.28 |