Legal Article Retrieval on StatuteRAG (test)
66.67Recall@1LEXPATH
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| LEXPATHModel=LEXPATH2026.05 | 66.67 | 87.91 | 93.04 | 68.13 | 79.86 | 81.98 | |
| QLModel=QL2026.05 | 50.55 | 65.75 | 71.25 | 51.65 | 59.94 | 62.17 | |
| BM25Model=BM252026.05 | 50.37 | 67.95 | 72.34 | 51.28 | 61.13 | 62.95 | |
| CRAGModel=CRAG2026.05 | 50.37 | 63.92 | 71.25 | 51.28 | 58.49 | 61.56 | |
| BM25 + jina-rerankerModel=BM25 + jina-reranker2026.05 | 50.36 | 70.51 | 75.27 | 51.28 | 62.75 | 64.76 | |
| BM25 + bge-m3Model=BM25 + bge-m32026.05 | 48.35 | 72.71 | 77.84 | 50.18 | 63.37 | 65.45 | |
| BM25 + bge-m3 + jina-rerankerModel=BM25 + bge-m3 + jina-reranker2026.05 | 47.98 | 67.94 | 73.44 | 49.81 | 60.24 | 62.5 | |
| IRCoTModel=IRCoT2026.05 | 46.34 | 61.72 | 66.67 | 46.89 | 55.6 | 57.66 | |
| BM25 + bge-large-zh-v1.5Model=BM25 + bge-large-zh-v1.52026.05 | 45.97 | 67.4 | 75.82 | 46.89 | 59.06 | 62.6 | |
| multilingual-e5-largeModel=multilingual-e5-large2026.05 | 45.42 | 66.67 | 73.26 | 46.52 | 58.48 | 61.22 | |
| bge-m3 + jina-rerankerModel=bge-m3 + jina-reranker2026.05 | 43.4 | 67.39 | 73.26 | 44.68 | 58.28 | 60.69 | |
| bge-m3Model=bge-m32026.05 | 43.04 | 64.65 | 72.53 | 44.32 | 56.28 | 59.53 | |
| bge-large-zh-v1.5Model=bge-large-zh-v1.52026.05 | 41.94 | 61.72 | 69.78 | 43.22 | 54.34 | 57.7 | |
| A-RAGModel=A-RAG2026.05 | 38.64 | 44.69 | 45.42 | 39.56 | 42.57 | 42.87 | |
| gte-Qwen2-1.5BModel=gte-Qwen2-1.5B2026.05 | 38.1 | 61.9 | 71.06 | 39.19 | 52.36 | 56.22 | |
| text2vec-base-chineseModel=text2vec-base-chinese2026.05 | 36.81 | 52.38 | 57.33 | 37.36 | 46.25 | 48.29 | |
| SAILER_zhModel=SAILER_zh2026.05 | 31.68 | 44.51 | 51.47 | 31.87 | 39.48 | 42.39 | |
| ChatLaw_Text2VecModel=ChatLaw_Text2Vec2026.05 | 5.31 | 12.09 | 15.02 | 5.49 | 9.22 | 10.41 |