Clause Classification on Gray Clauses
72Macro F1BERT cased
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| BERT casedCasing=cased2026.05 | 72 | 94 | |
| BETO cased (Spanish)Casing=cased, Language=Spanish2026.05 | 71 | 93 | |
| Qwen3 14b (Hybrid)Parameters=14b, Retrieval Mode=Hybrid2026.05 | 70 | 91 | |
| BERT uncasedCasing=uncased2026.05 | 70 | 93 | |
| RoBERTalex (Spanish, legal)Language=Spanish, Domain=legal2026.05 | 70 | 93 | |
| Majority-Vote (Hybrid)Retrieval Mode=Hybrid2026.05 | 69 | 94 | |
| BERT uncased (multiling.)Casing=uncased, Language=multilingual2026.05 | 69 | 93 | |
| BETO uncased (Spanish)Casing=uncased, Language=Spanish2026.05 | 69 | 93 | |
| RoBERTa (multiling.)Language=multilingual2026.05 | 69 | 93 | |
| Majority-Vote (Dense)Retrieval Mode=Dense2026.05 | 68 | 94 | |
| BERT cased (multiling.)Casing=cased, Language=multilingual2026.05 | 68 | 92 | |
| BERT uncased (legal)Casing=uncased, Domain=legal2026.05 | 67 | 92 | |
| SVM (TF-IDF)Representation=TF-IDF2026.05 | 66 | 94 | |
| Longformer2026.05 | 61 | 93 | |
| RoBERTa2026.05 | 61 | 92 | |
| RoBERTa (multiling., large)Language=multilingual, Size=large2026.05 | 48 | 94 | |
| Qwen3 14bRetrieval Type=Hybrid2026.05 | 0.71 | 0.75 | |
| Qwen3 14bRetrieval Type=Dense2026.05 | 0.7 | 0.77 | |
| RoBERTaLanguage=multilingual, Size=large2026.05 | 0.64 | 0.75 | |
| SVMFeatures=TF-IDF2026.05 | 0.59 | 0.7 |