# Legal Article Retrieval on StatuteRAG (test) Source: [Legal Article Retrieval on StatuteRAG (test)]() Collection index: [llms.txt]() Data updated: 2026-05-29T11:13:55.314Z Evaluation of Legal Article Retrieval performance on the test split of the StatuteRAG dataset, measured using Recall and NDCG metrics at K=1, 3, and 5. 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) | StatuteRAG (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 | 66.67 | Not recorded | 6a191dbadbd7150506f829c4 | | QL | 50.55 | Not recorded | 6a191dbadbd7150506f829c4 | | BM25 | 50.37 | Not recorded | 6a191dbadbd7150506f829c4 | | CRAG | 50.37 | Not recorded | 6a191dbadbd7150506f829c4 | | BM25 + jina-reranker | 50.36 | Not recorded | 6a191dbadbd7150506f829c4 | | BM25 + bge-m3 | 48.35 | Not recorded | 6a191dbadbd7150506f829c4 | | BM25 + bge-m3 + jina-reranker | 47.98 | Not recorded | 6a191dbadbd7150506f829c4 | | IRCoT | 46.34 | Not recorded | 6a191dbadbd7150506f829c4 | | BM25 + bge-large-zh-v1.5 | 45.97 | Not recorded | 6a191dbadbd7150506f829c4 | | multilingual-e5-large | 45.42 | Not recorded | 6a191dbadbd7150506f829c4 | | bge-m3 + jina-reranker | 43.4 | Not recorded | 6a191dbadbd7150506f829c4 | | bge-m3 | 43.04 | Not recorded | 6a191dbadbd7150506f829c4 | | bge-large-zh-v1.5 | 41.94 | Not recorded | 6a191dbadbd7150506f829c4 | | A-RAG | 38.64 | Not recorded | 6a191dbadbd7150506f829c4 | | gte-Qwen2-1.5B | 38.1 | Not recorded | 6a191dbadbd7150506f829c4 | | text2vec-base-chinese | 36.81 | Not recorded | 6a191dbadbd7150506f829c4 | | SAILER\_zh | 31.68 | Not recorded | 6a191dbadbd7150506f829c4 | | ChatLaw\_Text2Vec | 5.31 | Not recorded | 6a191dbadbd7150506f829c4 | ### LEXPATH Recall@1: 66.67. Result ID: 6a197400fbc373592c14aa5a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LEXPATH"}. This record does not assert independent reproduction. ### QL Recall@1: 50.55. Result ID: 6a197400fbc373592c14aa4a. [Reporting paper]() Recorded evaluation configuration: {"Model":"QL"}. This record does not assert independent reproduction. ### BM25 Recall@1: 50.37. Result ID: 6a197400fbc373592c14aa49. [Reporting paper]() Recorded evaluation configuration: {"Model":"BM25"}. This record does not assert independent reproduction. ### CRAG Recall@1: 50.37. Result ID: 6a197400fbc373592c14aa58. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"CRAG"}. This record does not assert independent reproduction. ### BM25 + jina-reranker Recall@1: 50.36. Result ID: 6a197400fbc373592c14aa54. [Reporting paper]() Recorded evaluation configuration: {"Model":"BM25 + jina-reranker"}. This record does not assert independent reproduction. ### BM25 + bge-m3 Recall@1: 48.35. Result ID: 6a197400fbc373592c14aa53. [Reporting paper]() Recorded evaluation configuration: {"Model":"BM25 + bge-m3"}. This record does not assert independent reproduction. ### BM25 + bge-m3 + jina-reranker Recall@1: 47.98. Result ID: 6a197400fbc373592c14aa56. [Reporting paper]() Recorded evaluation configuration: {"Model":"BM25 + bge-m3 + jina-reranker"}. This record does not assert independent reproduction. ### IRCoT Recall@1: 46.34. Result ID: 6a197400fbc373592c14aa57. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"IRCoT"}. This record does not assert independent reproduction. ### BM25 + bge-large-zh-v1.5 Recall@1: 45.97. Result ID: 6a197400fbc373592c14aa52. [Reporting paper]() Recorded evaluation configuration: {"Model":"BM25 + bge-large-zh-v1.5"}. This record does not assert independent reproduction. ### multilingual-e5-large Recall@1: 45.42. Result ID: 6a197400fbc373592c14aa4f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"multilingual-e5-large"}. This record does not assert independent reproduction. ### bge-m3 + jina-reranker Recall@1: 43.4. Result ID: 6a197400fbc373592c14aa55. [Reporting paper]() Recorded evaluation configuration: {"Model":"bge-m3 + jina-reranker"}. This record does not assert independent reproduction. ### bge-m3 Recall@1: 43.04. Result ID: 6a197400fbc373592c14aa4e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"bge-m3"}. This record does not assert independent reproduction. ### bge-large-zh-v1.5 Recall@1: 41.94. Result ID: 6a197400fbc373592c14aa4c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"bge-large-zh-v1.5"}. This record does not assert independent reproduction. ### A-RAG Recall@1: 38.64. Result ID: 6a197400fbc373592c14aa59. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"A-RAG"}. This record does not assert independent reproduction. ### gte-Qwen2-1.5B Recall@1: 38.1. Result ID: 6a197400fbc373592c14aa4d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"gte-Qwen2-1.5B"}. This record does not assert independent reproduction. ### text2vec-base-chinese Recall@1: 36.81. Result ID: 6a197400fbc373592c14aa4b. [Reporting paper]() Recorded evaluation configuration: {"Model":"text2vec-base-chinese"}. This record does not assert independent reproduction. ### SAILER\_zh Recall@1: 31.68. Result ID: 6a197400fbc373592c14aa51. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SAILER\_zh"}. This record does not assert independent reproduction. ### ChatLaw\_Text2Vec Recall@1: 5.31. Result ID: 6a197400fbc373592c14aa50. [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.