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ResearchFormerly WizWand

Clause Classification on Illegal Clauses

83Macro F1BETO cased (Spanish)
18.5235.265268.74May 25, 2026
Updated 5mo ago

Evaluation results

MethodLinks
BETO cased (Spanish)Casing=cased, Language=Spanish2026.058395
BERT cased (multiling.)Casing=cased, Language=multilingual2026.058194
BERT uncased (multiling.)Casing=uncased, Language=multilingual2026.058194
BETO uncased (Spanish)Casing=uncased, Language=Spanish2026.058194
RoBERTalex (Spanish, legal)Language=Spanish, Domain=legal2026.058094
RoBERTa2026.058094
RoBERTa (multiling.)Language=multilingual2026.058094
Majority-Vote (Dense)Retrieval Mode=Dense2026.057994
BERT casedCasing=cased2026.057994
BERT uncasedCasing=uncased2026.057994
Longformer2026.057994
SVM (TF-IDF)Representation=TF-IDF2026.057894
Majority-Vote (Hybrid)Retrieval Mode=Hybrid2026.057894
BERT uncased (legal)Casing=uncased, Domain=legal2026.057792
Qwen3 14b (Hybrid)Parameters=14b, Retrieval Mode=Hybrid2026.057591
RoBERTa (multiling., large)Language=multilingual, Size=large2026.056693
GPT 5 nanoRetrieval Type=Dense2026.055668
GPT 5.2Retrieval Type=Hybrid2026.055572
GPT 5.2Retrieval Type=Dense2026.055571
Qwen3 14bRetrieval Type=Hybrid2026.055571
GPT 5 miniRetrieval Type=Hybrid2026.055371
GPT 5 nanoRetrieval Type=Hybrid2026.055367
GPT OSS 120bRetrieval Type=Hybrid2026.055266
RoBERTaLanguage=multilingual, Size=large2026.055274
Gemma3 27bRetrieval Type=Dense2026.055073
Qwen3 14bRetrieval Type=Dense2026.054972
Majority-VoteRetrieval Type=Hybrid2026.054870
GPT 5 miniRetrieval Type=Dense2026.054869
RoBERTaLanguage=multilingual2026.054874
BETOCasing=cased, Language=Spanish2026.054773
Majority-VoteRetrieval Type=Dense2026.054671
GPT OSS 120bRetrieval Type=Dense2026.054668
Gemma3 27bRetrieval Type=Hybrid2026.054669
Deepseek-v3.2Retrieval Type=Hybrid2026.054660
Meta Llama3.1 8bRetrieval Type=Dense2026.054556
Deepseek-v3.2Retrieval Type=Dense2026.054563
BETOCasing=uncased, Language=Spanish2026.054572
BERT casedCasing=cased2026.054571
Longformer2026.054569
Qwen3 235bRetrieval Type=Hybrid2026.054468
Meta Llama3 70bRetrieval Type=Dense2026.054464
GPT 5.2Few-shot shots=32026.054451
BERTDomain=legal2026.054470
Gemma3 27bFew-shot shots=32026.054350
BERTCasing=uncased, Language=multilingual2026.054371
BERTCasing=cased, Language=multilingual2026.054371
BERT uncasedCasing=uncased2026.054369
Qwen3 235bRetrieval Type=Dense2026.054266
Gemma3 27bFew-shot shots=52026.054146
Qwen3 14bFew-shot shots=32026.054141
Meta Llama3.1 8bRetrieval Type=Hybrid2026.054056
RoBERTa2026.054067
Gemma3 27bFew-shot shots=12026.053844
RoBERTalexLanguage=Spanish, Domain=legal2026.053868
Qwen3 14bFew-shot shots=52026.053738
SVMFeatures=TF-IDF2026.053664
GPT 5.2Few-shot shots=52026.053544
GPT 5.2Few-shot shots=12026.053441
Meta Llama3 70bRetrieval Type=Hybrid2026.053352
Meta Llama3.1 8bFew-shot shots=52026.053134
Meta Llama3.1 8bFew-shot shots=32026.052731
Meta Llama3.1 8bFew-shot shots=12026.052425
Qwen3 14bFew-shot shots=12026.052121