# Legal Article Retrieval on LexRAG (test) Source: [Legal Article Retrieval on LexRAG (test)]() Collection index: [llms.txt]() Data updated: 2026-05-29T11:13:55.282Z Evaluation of Legal Article Retrieval performance on the test split of the LexRAG dataset, measured using Recall@K and NDCG@K metrics. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Legal Article Retrieval | | Dataset (including any stated split) | LexRAG (test) | | Metric | Recall@1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Recall@1](): Higher is better; unit: PERCENT. - [Recall@3](): Higher is better; unit: PERCENT. - [Recall@5](): Higher is better; unit: PERCENT. - [NDCG@1](): Higher is better; unit: PERCENT. - [NDCG@3](): Higher is better; unit: PERCENT. - [NDCG@5](): Higher is better; unit: PERCENT. ## Recorded results | Method | Recall@1 | Result date | Report paper | | --- | --- | --- | --- | | LEXPATH | 16.86 | Not recorded | 6a191dbadbd7150506f829c4 | | A-RAG | 11.36 | Not recorded | 6a191dbadbd7150506f829c4 | | BM25 + bge-m3 + jina-reranker | 10.83 | Not recorded | 6a191dbadbd7150506f829c4 | | bge-m3 | 10.54 | Not recorded | 6a191dbadbd7150506f829c4 | | bge-m3 + jina-reranker | 10.53 | Not recorded | 6a191dbadbd7150506f829c4 | | BM25 + bge-m3 | 10.04 | Not recorded | 6a191dbadbd7150506f829c4 | | bge-large-zh-v1.5 | 9.78 | Not recorded | 6a191dbadbd7150506f829c4 | | BM25 + bge-large-zh-v1.5 | 8.61 | Not recorded | 6a191dbadbd7150506f829c4 | | multilingual-e5-large | 7.23 | Not recorded | 6a191dbadbd7150506f829c4 | | CRAG | 5.52 | Not recorded | 6a191dbadbd7150506f829c4 | | text2vec-base-chinese | 5.26 | Not recorded | 6a191dbadbd7150506f829c4 | | gte-Qwen2-1.5B | 4.98 | Not recorded | 6a191dbadbd7150506f829c4 | | BM25 | 4.82 | Not recorded | 6a191dbadbd7150506f829c4 | | BM25 + jina-reranker | 4.81 | Not recorded | 6a191dbadbd7150506f829c4 | | QL | 4.64 | Not recorded | 6a191dbadbd7150506f829c4 | | IRCoT | 3.5 | Not recorded | 6a191dbadbd7150506f829c4 | | SAILER\_zh | 2.76 | Not recorded | 6a191dbadbd7150506f829c4 | | ChatLaw\_Text2Vec | 1.97 | Not recorded | 6a191dbadbd7150506f829c4 | ### LEXPATH Recall@1: 16.86. Result ID: 6a197400fbc373592c14aa48. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LEXPATH"}. This record does not assert independent reproduction. ### A-RAG Recall@1: 11.36. Result ID: 6a197400fbc373592c14aa47. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"A-RAG"}. This record does not assert independent reproduction. ### BM25 + bge-m3 + jina-reranker Recall@1: 10.83. Result ID: 6a197400fbc373592c14aa44. [Reporting paper]() Recorded evaluation configuration: {"Model":"BM25 + bge-m3 + jina-reranker"}. This record does not assert independent reproduction. ### bge-m3 Recall@1: 10.54. Result ID: 6a1973fffbc373592c14aa3c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"bge-m3"}. This record does not assert independent reproduction. ### bge-m3 + jina-reranker Recall@1: 10.53. Result ID: 6a197400fbc373592c14aa43. [Reporting paper]() Recorded evaluation configuration: {"Model":"bge-m3 + jina-reranker"}. This record does not assert independent reproduction. ### BM25 + bge-m3 Recall@1: 10.04. Result ID: 6a197400fbc373592c14aa41. [Reporting paper]() Recorded evaluation configuration: {"Model":"BM25 + bge-m3"}. This record does not assert independent reproduction. ### bge-large-zh-v1.5 Recall@1: 9.78. Result ID: 6a1973fffbc373592c14aa3a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"bge-large-zh-v1.5"}. This record does not assert independent reproduction. ### BM25 + bge-large-zh-v1.5 Recall@1: 8.61. Result ID: 6a197400fbc373592c14aa40. [Reporting paper]() Recorded evaluation configuration: {"Model":"BM25 + bge-large-zh-v1.5"}. This record does not assert independent reproduction. ### multilingual-e5-large Recall@1: 7.23. Result ID: 6a1973fffbc373592c14aa3d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"multilingual-e5-large"}. This record does not assert independent reproduction. ### CRAG Recall@1: 5.52. Result ID: 6a197400fbc373592c14aa46. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"CRAG"}. This record does not assert independent reproduction. ### text2vec-base-chinese Recall@1: 5.26. Result ID: 6a1973fffbc373592c14aa39. [Reporting paper]() Recorded evaluation configuration: {"Model":"text2vec-base-chinese"}. This record does not assert independent reproduction. ### gte-Qwen2-1.5B Recall@1: 4.98. Result ID: 6a1973fffbc373592c14aa3b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"gte-Qwen2-1.5B"}. This record does not assert independent reproduction. ### BM25 Recall@1: 4.82. Result ID: 6a1973fffbc373592c14aa37. [Reporting paper]() Recorded evaluation configuration: {"Model":"BM25"}. This record does not assert independent reproduction. ### BM25 + jina-reranker Recall@1: 4.81. Result ID: 6a197400fbc373592c14aa42. [Reporting paper]() Recorded evaluation configuration: {"Model":"BM25 + jina-reranker"}. This record does not assert independent reproduction. ### QL Recall@1: 4.64. Result ID: 6a1973fffbc373592c14aa38. [Reporting paper]() Recorded evaluation configuration: {"Model":"QL"}. This record does not assert independent reproduction. ### IRCoT Recall@1: 3.5. Result ID: 6a197400fbc373592c14aa45. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"IRCoT"}. This record does not assert independent reproduction. ### SAILER\_zh Recall@1: 2.76. Result ID: 6a197400fbc373592c14aa3f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SAILER\_zh"}. This record does not assert independent reproduction. ### ChatLaw\_Text2Vec Recall@1: 1.97. Result ID: 6a1973fffbc373592c14aa3e. [Reporting paper]() Recorded evaluation configuration: {"Model":"ChatLaw\_Text2Vec"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.