Document Classification on EURLEX
49.12Macro F1Qwen-8B
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Qwen-8BMethodology=Qwen-3 Embedding Retrieval, Search=k-NN2026.05 | 49.12 | 63.76 | |
| Qwen-4BMethodology=Qwen-3 Embedding Retrieval, Search=k-NN2026.05 | 44.71 | 62.97 | |
| EmbCPE + MLPPTM=Longformer2025.12 | 43.24 | 64.57 | |
| Qwen-0.6BMethodology=Qwen-3 Embedding Retrieval, Search=k-NN2026.05 | 42.77 | 61.85 | |
| Emb_CPE + MLPPTM=LegalBERT2025.12 | 42.16 | 64.17 | |
| Emb_CPE + MLPPTM=RoBERTa2025.12 | 41.94 | 63.44 | |
| Emb_CPE + MLPPTM=BERT2025.12 | 40.96 | 63.68 | |
| Emb_SimCSE + MLPPTM=LegalBERT2025.12 | 40.87 | 61.58 | |
| GPT-5.2Temperature=0, Output-Format=JSON2026.05 | 40.41 | 43.05 | |
| Emb_ESimCSE + MLPPTM=LegalBERT2025.12 | 40.4 | 62.59 | |
| EmbESimCSE + MLPPTM=Longformer2025.12 | 35.38 | 55.85 | |
| Emb_SimCSE + MLPPTM=RoBERTa2025.12 | 35.13 | 53.64 | |
| Emb_ESimCSE + MLPPTM=BERT2025.12 | 34.16 | 54.56 | |
| Emb_ESimCSE + MLPPTM=RoBERTa2025.12 | 33.76 | 54.14 | |
| Emb_SimCSE + MLPPTM=BERT2025.12 | 33.43 | 57.07 | |
| EmbSimCSE + MLPPTM=Longformer2025.12 | 32.01 | 53.61 | |
| Emb + MLPPTM=BERT2025.12 | 25.86 | 51.44 | |
| Emb + MLPPTM=Longformer2025.12 | 25.83 | 54.45 | |
| Legal-BERTParameters=110M2026.05 | 24.4 | 60.03 | |
| Emb + MLPPTM=RoBERTa2025.12 | 21.88 | 35.05 | |
| Emb + MLPPTM=LegalBERT2025.12 | 17.78 | 39.47 |