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Legal Text Classification on LEVEN

74.26AccuracyLLM-Knowledge-GCI
0.076819.335938.59557.8541Mar 12, 2026

Evaluation results

MethodLinks
LLM-Knowledge-GCI2026.0374.26
AC-NLG2026.0374.11
BERT+CRF2026.0372.94
BERT2026.0372.37
CASAM2026.0371.08
qwen3:14bEvaluation Protocol=zero-shot2026.0359.81
LLMEmbed2026.0353.63
xlm-roberta-base2026.0353.28
ProtoLens2026.0346.01
gemma3:12bEvaluation Protocol=zero-shot2026.0344.1
Legal-roberta-base2026.0335.46
BiLSTM+CRF2026.0334.91
npc2026.0333.53
qwen3:1.7bEvaluation Protocol=fine-tune2026.0321.14
llama2:13bEvaluation Protocol=zero-shot2026.0314.76
InLegalBERT2026.0311.78
gemma3:1bEvaluation Protocol=fine-tune2026.036.81
BiLSTM2026.032.93