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ResearchFormerly WizWand

Clause Classification on Dark Clauses

77Macro F1BETO uncased (Spanish)
41.6450.826069.18May 25, 2026
Updated 5mo ago

Evaluation results

MethodLinks
BETO uncased (Spanish)Casing=uncased, Language=Spanish2026.057794
BETO cased (Spanish)Casing=cased, Language=Spanish2026.057694
BERT uncased (legal)Casing=uncased, Domain=legal2026.057594
BERT uncased (multiling.)Casing=uncased, Language=multilingual2026.057594
RoBERTalex (Spanish, legal)Language=Spanish, Domain=legal2026.057594
RoBERTa (multiling.)Language=multilingual2026.057594
BERT casedCasing=cased2026.057394
BERT cased (multiling.)Casing=cased, Language=multilingual2026.057393
Qwen3 14b (Hybrid)Parameters=14b, Retrieval Mode=Hybrid2026.057291
BERT uncasedCasing=uncased2026.057294
RoBERTa2026.057293
Majority-Vote (Hybrid)Retrieval Mode=Hybrid2026.057093
SVM (TF-IDF)Representation=TF-IDF2026.056994
Majority-Vote (Dense)Retrieval Mode=Dense2026.056993
Gemma3 27bRetrieval Type=Dense2026.056278
Qwen3 14bRetrieval Type=Dense2026.056279
GPT 5.2Few-shot shots=52026.056270
GPT 5.2Retrieval Type=Dense2026.056179
GPT 5.2Retrieval Type=Hybrid2026.056078
RoBERTaLanguage=multilingual, Size=large2026.056081
Longformer2026.055993
RoBERTa (multiling., large)Language=multilingual, Size=large2026.054893
SVMFeatures=TF-IDF2026.054377