Legal Article Retrieval on STARD (test)
37.54Recall@1LEXPATH
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| LEXPATHModel=LEXPATH2026.05 | 37.54 | 51.78 | 56.31 | 47.9 | 49.64 | 51.68 | |
| BM25 + bge-large-zh-v1.5Model=BM25 + bge-large-zh-v1.52026.05 | 28.82 | 40.04 | 43.98 | 36.25 | 38.12 | 39.83 | |
| multilingual-e5-largeModel=multilingual-e5-large2026.05 | 28.61 | 38.57 | 44.72 | 36.89 | 37.4 | 40.01 | |
| BM25 + bge-m3 + jina-rerankerModel=BM25 + bge-m3 + jina-reranker2026.05 | 28.55 | 44.08 | 48.77 | 37.54 | 40.9 | 42.97 | |
| BM25 + bge-m3Model=BM25 + bge-m32026.05 | 27.92 | 41.6 | 45.68 | 36.25 | 38.93 | 40.65 | |
| bge-m3Model=bge-m32026.05 | 27.31 | 40.88 | 47.47 | 35.92 | 38.34 | 41.08 | |
| bge-m3 + jina-rerankerModel=bge-m3 + jina-reranker2026.05 | 27.31 | 44 | 48.88 | 35.92 | 40.12 | 42.35 | |
| bge-large-zh-v1.5Model=bge-large-zh-v1.52026.05 | 27.05 | 39.38 | 45.95 | 33.98 | 36.98 | 39.8 | |
| BM25 + jina-rerankerModel=BM25 + jina-reranker2026.05 | 25.01 | 39.88 | 44.15 | 31.39 | 36.16 | 38.08 | |
| BM25Model=BM252026.05 | 23.81 | 33.77 | 37.54 | 30.1 | 31.95 | 33.63 | |
| CRAGModel=CRAG2026.05 | 21.05 | 34.7 | 39.05 | 25.57 | 30.73 | 32.74 | |
| A-RAGModel=A-RAG2026.05 | 20.88 | 29.11 | 30.19 | 27.51 | 27.82 | 28.24 | |
| QLModel=QL2026.05 | 20.77 | 31.93 | 36.49 | 26.21 | 29.39 | 31.33 | |
| text2vec-base-chineseModel=text2vec-base-chinese2026.05 | 20.71 | 32.05 | 36.41 | 26.21 | 29.52 | 31.39 | |
| gte-Qwen2-1.5BModel=gte-Qwen2-1.5B2026.05 | 19.9 | 30.2 | 32.49 | 25.89 | 28.23 | 29 | |
| IRCoTModel=IRCoT2026.05 | 19.56 | 27.08 | 30.98 | 23.62 | 25.49 | 27.16 | |
| SAILER_zhModel=SAILER_zh2026.05 | 15.18 | 23.37 | 26.58 | 18.12 | 21.41 | 22.76 | |
| ChatLaw_Text2VecModel=ChatLaw_Text2Vec2026.05 | 6.39 | 11.31 | 14.7 | 8.09 | 9.75 | 11.23 |