# Legal Article Retrieval on STARD (test) Source: [Legal Article Retrieval on STARD (test)]() Collection index: [llms.txt]() Data updated: 2026-05-29T11:13:55.249Z Evaluation of Legal Article Retrieval performance on the test split of the STARD 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) | STARD (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 | 37.54 | Not recorded | 6a191dbadbd7150506f829c4 | | BM25 + bge-large-zh-v1.5 | 28.82 | Not recorded | 6a191dbadbd7150506f829c4 | | multilingual-e5-large | 28.61 | Not recorded | 6a191dbadbd7150506f829c4 | | BM25 + bge-m3 + jina-reranker | 28.55 | Not recorded | 6a191dbadbd7150506f829c4 | | BM25 + bge-m3 | 27.92 | Not recorded | 6a191dbadbd7150506f829c4 | | bge-m3 | 27.31 | Not recorded | 6a191dbadbd7150506f829c4 | | bge-m3 + jina-reranker | 27.31 | Not recorded | 6a191dbadbd7150506f829c4 | | bge-large-zh-v1.5 | 27.05 | Not recorded | 6a191dbadbd7150506f829c4 | | BM25 + jina-reranker | 25.01 | Not recorded | 6a191dbadbd7150506f829c4 | | BM25 | 23.81 | Not recorded | 6a191dbadbd7150506f829c4 | | CRAG | 21.05 | Not recorded | 6a191dbadbd7150506f829c4 | | A-RAG | 20.88 | Not recorded | 6a191dbadbd7150506f829c4 | | QL | 20.77 | Not recorded | 6a191dbadbd7150506f829c4 | | text2vec-base-chinese | 20.71 | Not recorded | 6a191dbadbd7150506f829c4 | | gte-Qwen2-1.5B | 19.9 | Not recorded | 6a191dbadbd7150506f829c4 | | IRCoT | 19.56 | Not recorded | 6a191dbadbd7150506f829c4 | | SAILER\_zh | 15.18 | Not recorded | 6a191dbadbd7150506f829c4 | | ChatLaw\_Text2Vec | 6.39 | Not recorded | 6a191dbadbd7150506f829c4 | ### LEXPATH Recall@1: 37.54. Result ID: 6a1973fffbc373592c14aa36. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"LEXPATH"}. This record does not assert independent reproduction. ### BM25 + bge-large-zh-v1.5 Recall@1: 28.82. Result ID: 6a1973fffbc373592c14aa2e. [Reporting paper]() Recorded evaluation configuration: {"Model":"BM25 + bge-large-zh-v1.5"}. This record does not assert independent reproduction. ### multilingual-e5-large Recall@1: 28.61. Result ID: 6a1973fffbc373592c14aa2b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"multilingual-e5-large"}. This record does not assert independent reproduction. ### BM25 + bge-m3 + jina-reranker Recall@1: 28.55. Result ID: 6a1973fffbc373592c14aa32. [Reporting paper]() Recorded evaluation configuration: {"Model":"BM25 + bge-m3 + jina-reranker"}. This record does not assert independent reproduction. ### BM25 + bge-m3 Recall@1: 27.92. Result ID: 6a1973fffbc373592c14aa2f. [Reporting paper]() Recorded evaluation configuration: {"Model":"BM25 + bge-m3"}. This record does not assert independent reproduction. ### bge-m3 Recall@1: 27.31. Result ID: 6a1973fffbc373592c14aa2a. [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: 27.31. Result ID: 6a1973fffbc373592c14aa31. [Reporting paper]() Recorded evaluation configuration: {"Model":"bge-m3 + jina-reranker"}. This record does not assert independent reproduction. ### bge-large-zh-v1.5 Recall@1: 27.05. Result ID: 6a1973fffbc373592c14aa28. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"bge-large-zh-v1.5"}. This record does not assert independent reproduction. ### BM25 + jina-reranker Recall@1: 25.01. Result ID: 6a1973fffbc373592c14aa30. [Reporting paper]() Recorded evaluation configuration: {"Model":"BM25 + jina-reranker"}. This record does not assert independent reproduction. ### BM25 Recall@1: 23.81. Result ID: 6a1973fffbc373592c14aa25. [Reporting paper]() Recorded evaluation configuration: {"Model":"BM25"}. This record does not assert independent reproduction. ### CRAG Recall@1: 21.05. Result ID: 6a1973fffbc373592c14aa34. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"CRAG"}. This record does not assert independent reproduction. ### A-RAG Recall@1: 20.88. Result ID: 6a1973fffbc373592c14aa35. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"A-RAG"}. This record does not assert independent reproduction. ### QL Recall@1: 20.77. Result ID: 6a1973fffbc373592c14aa26. [Reporting paper]() Recorded evaluation configuration: {"Model":"QL"}. This record does not assert independent reproduction. ### text2vec-base-chinese Recall@1: 20.71. Result ID: 6a1973fffbc373592c14aa27. [Reporting paper]() Recorded evaluation configuration: {"Model":"text2vec-base-chinese"}. This record does not assert independent reproduction. ### gte-Qwen2-1.5B Recall@1: 19.9. Result ID: 6a1973fffbc373592c14aa29. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"gte-Qwen2-1.5B"}. This record does not assert independent reproduction. ### IRCoT Recall@1: 19.56. Result ID: 6a1973fffbc373592c14aa33. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"IRCoT"}. This record does not assert independent reproduction. ### SAILER\_zh Recall@1: 15.18. Result ID: 6a1973fffbc373592c14aa2d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SAILER\_zh"}. This record does not assert independent reproduction. ### ChatLaw\_Text2Vec Recall@1: 6.39. Result ID: 6a1973fffbc373592c14aa2c. [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.