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Law-Scenario Matching on Law-Scenario Matching Dataset

95.6RecallZero-shot
36.73652.01867.382.582Apr 27, 2026

Evaluation results

MethodLinks
Zero-shotCategory=Inference-only, Foundation Model=Qwen3-8B2026.0495.619.330.4
TGACategory=RAG, Foundation Model=Qwen3-8B2026.0495.376.380.4
Zero-shot+knowledgeCategory=Inference-only, Foundation Model=Qwen3-8B2026.0494.719.230.5
Zero-shot+thinkingCategory=Inference-only, Foundation Model=Qwen3-8B2026.0493.92334.8
VanillaRAGCategory=RAG, Foundation Model=Qwen3-8B2026.0492.539.751.3
GraphRAGCategory=RAG, Foundation Model=Qwen3-8B2026.0486.63.77
LoraCategory=Fine-tuning, Foundation Model=Qwen3-8B2026.043987.344.1