Legal Article Retrieval on LexRAG (test)
16.86Recall@1LEXPATH
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| LEXPATHModel=LEXPATH2026.05 | 16.86 | 26.53 | 32.45 | 17.85 | 22.72 | 25.23 | |
| A-RAGModel=A-RAG2026.05 | 11.36 | 14.76 | 15.64 | 11.98 | 13.52 | 13.9 | |
| BM25 + bge-m3 + jina-rerankerModel=BM25 + bge-m3 + jina-reranker2026.05 | 10.83 | 19.55 | 23.22 | 11.53 | 16.02 | 17.59 | |
| bge-m3Model=bge-m32026.05 | 10.54 | 19.12 | 23.6 | 11.05 | 15.7 | 17.61 | |
| bge-m3 + jina-rerankerModel=bge-m3 + jina-reranker2026.05 | 10.53 | 20.06 | 23.96 | 11.04 | 16.2 | 17.87 | |
| BM25 + bge-m3Model=BM25 + bge-m32026.05 | 10.04 | 17.08 | 20.51 | 10.65 | 14.39 | 15.83 | |
| bge-large-zh-v1.5Model=bge-large-zh-v1.52026.05 | 9.78 | 17.42 | 20.73 | 10.26 | 14.48 | 15.9 | |
| BM25 + bge-large-zh-v1.5Model=BM25 + bge-large-zh-v1.52026.05 | 8.61 | 15.17 | 19.64 | 9.17 | 12.64 | 14.54 | |
| multilingual-e5-largeModel=multilingual-e5-large2026.05 | 7.23 | 14.28 | 17.95 | 7.59 | 11.5 | 13.09 | |
| CRAGModel=CRAG2026.05 | 5.52 | 9.22 | 12.66 | 5.72 | 7.66 | 9.09 | |
| text2vec-base-chineseModel=text2vec-base-chinese2026.05 | 5.26 | 10.08 | 12.52 | 5.52 | 8.16 | 9.2 | |
| gte-Qwen2-1.5BModel=gte-Qwen2-1.5B2026.05 | 4.98 | 8.96 | 11.51 | 5.13 | 7.38 | 8.44 | |
| BM25Model=BM252026.05 | 4.82 | 10.78 | 13.69 | 5.23 | 8.52 | 9.73 | |
| BM25 + jina-rerankerModel=BM25 + jina-reranker2026.05 | 4.81 | 12.31 | 16.33 | 5.22 | 9.24 | 10.9 | |
| QLModel=QL2026.05 | 4.64 | 9.35 | 12.54 | 4.93 | 7.52 | 8.85 | |
| IRCoTModel=IRCoT2026.05 | 3.5 | 8.17 | 10.49 | 3.65 | 6.24 | 7.24 | |
| SAILER_zhModel=SAILER_zh2026.05 | 2.76 | 5.62 | 7.05 | 2.86 | 4.43 | 5.02 | |
| ChatLaw_Text2VecModel=ChatLaw_Text2Vec2026.05 | 1.97 | 4.98 | 7.25 | 2.17 | 3.83 | 4.79 |