Legal Article Retrieval on STARD (test) benchmark leaderboard · SOTA2 Research

Legal Article Retrieval on STARD (test)

37.54Recall@1LEXPATH

Evaluation Results

Method	Links
LEXPATH2026.05		37.54	51.78	56.31	47.9	49.64	51.68
BM25 + bge-large-zh-v1.52026.05		28.82	40.04	43.98	36.25	38.12	39.83
multilingual-e5-large2026.05		28.61	38.57	44.72	36.89	37.4	40.01
BM25 + bge-m3 + jina-reranker2026.05		28.55	44.08	48.77	37.54	40.9	42.97
BM25 + bge-m32026.05		27.92	41.6	45.68	36.25	38.93	40.65
bge-m32026.05		27.31	40.88	47.47	35.92	38.34	41.08
bge-m3 + jina-reranker2026.05		27.31	44	48.88	35.92	40.12	42.35
bge-large-zh-v1.52026.05		27.05	39.38	45.95	33.98	36.98	39.8
BM25 + jina-reranker2026.05		25.01	39.88	44.15	31.39	36.16	38.08
BM252026.05		23.81	33.77	37.54	30.1	31.95	33.63
CRAG2026.05		21.05	34.7	39.05	25.57	30.73	32.74
A-RAG2026.05		20.88	29.11	30.19	27.51	27.82	28.24
QL2026.05		20.77	31.93	36.49	26.21	29.39	31.33
text2vec-base-chinese2026.05		20.71	32.05	36.41	26.21	29.52	31.39
gte-Qwen2-1.5B2026.05		19.9	30.2	32.49	25.89	28.23	29
IRCoT2026.05		19.56	27.08	30.98	23.62	25.49	27.16
SAILER_zh2026.05		15.18	23.37	26.58	18.12	21.41	22.76
ChatLaw_Text2Vec2026.05		6.39	11.31	14.7	8.09	9.75	11.23