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ResearchFormerly WizWand

Document Classification on EURLEX

49.12Macro F1Qwen-8B
16.526424.988233.4541.9118Dec 30, 2025Jan 21, 2026Feb 13, 2026Mar 8, 2026Mar 31, 2026Apr 23, 2026May 16, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Qwen-8BMethodology=Qwen-3 Embedding Retrieval, Search=k-NN2026.0549.1263.76
Qwen-4BMethodology=Qwen-3 Embedding Retrieval, Search=k-NN2026.0544.7162.97
EmbCPE + MLPPTM=Longformer2025.1243.2464.57
Qwen-0.6BMethodology=Qwen-3 Embedding Retrieval, Search=k-NN2026.0542.7761.85
Emb_CPE + MLPPTM=LegalBERT2025.1242.1664.17
Emb_CPE + MLPPTM=RoBERTa2025.1241.9463.44
Emb_CPE + MLPPTM=BERT2025.1240.9663.68
Emb_SimCSE + MLPPTM=LegalBERT2025.1240.8761.58
GPT-5.2Temperature=0, Output-Format=JSON2026.0540.4143.05
Emb_ESimCSE + MLPPTM=LegalBERT2025.1240.462.59
EmbESimCSE + MLPPTM=Longformer2025.1235.3855.85
Emb_SimCSE + MLPPTM=RoBERTa2025.1235.1353.64
Emb_ESimCSE + MLPPTM=BERT2025.1234.1654.56
Emb_ESimCSE + MLPPTM=RoBERTa2025.1233.7654.14
Emb_SimCSE + MLPPTM=BERT2025.1233.4357.07
EmbSimCSE + MLPPTM=Longformer2025.1232.0153.61
Emb + MLPPTM=BERT2025.1225.8651.44
Emb + MLPPTM=Longformer2025.1225.8354.45
Legal-BERTParameters=110M2026.0524.460.03
Emb + MLPPTM=RoBERTa2025.1221.8835.05
Emb + MLPPTM=LegalBERT2025.1217.7839.47