Article Prediction on CAIL benchmark leaderboard · SOTA2 Research

Article Prediction on CAIL

43Public Safety AccuracyLegalGraphRAG

Evaluation Results

Method	Links
LegalGraphRAG2026.05		43	64.9	37.8	61	44.6	69.4	54.5	70.6	47.9	—
DeepSeek-V3.12026.05		42.3	63.2	37.1	61.3	44.5	68.8	51.9	67.3	44.9	3
ADAPT2026.05		40.1	50.8	31.6	42.4	39.6	54.9	41	50.5	41.3	6.6
DISC-LawLLM-7B2026.05		36.5	55.9	29.9	48.8	41.5	61.2	39.3	57.8	38.2	9.7
RAPTOR2026.05		36.4	59.2	33.4	53.9	38.9	64.1	41	61.7	37.2	10.7
HippoRAG22026.05		35.2	60.3	33.1	53.7	41.7	67	42.6	63.8	39.8	8.1
Legal ∆2026.05		33	54.9	27.8	51	34.6	59.4	44.5	60.6	37.9	10
Naive RAG2026.05		30.4	45.7	29.2	48.6	37.5	54.1	36.6	51.1	34.8	13.1
Qwen-2.5-7B-Instruct2026.05		28.7	53.8	24.1	48.2	26.6	53.5	36	56.2	30.1	17.8
Internlm3-8b-instruct2026.05		27.6	59.9	26.4	52.8	30.8	59	33.6	57.6	29.9	18
GPT-4o-mini2026.05		24.7	57.2	25.7	42.4	24.6	51.8	34.7	55	30.9	17
Qwen-3-8B2026.05		23.9	58.5	27.6	51.2	36.6	62.2	46.2	66.7	35.9	12
Glm-4-9b-chat2026.05		23.9	60.1	25.6	51	34.7	59.4	35.1	58.5	30.8	17.1