# Text Retrieval on MS MARCO Document Source: [Text Retrieval on MS MARCO Document]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:50:31.833Z Evaluation of Text Retrieval performance on the MS MARCO Document collection, measured using metrics like MRR@10 and MRR@100. 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 | Text Retrieval | | Dataset (including any stated split) | MS MARCO Document | | Metric | MRR@10 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 26 of 26 | | 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 - [MRR@10](): Higher is better; unit: PERCENT. - [MRR@100](): Higher is better; unit: PERCENT. ## Recorded results | Method | MRR@10 | Result date | Report paper | | --- | --- | --- | --- | | HLATR | 45.9 | Not recorded | 68fa6c971e209131cea34b6f | | WCR | 45.7 | Not recorded | 68fa6c971e209131cea34b6f | | HLATR | 45.6 | Not recorded | 68fa6c971e209131cea34b6f | | HLATR | 45.4 | Not recorded | 68fa6c971e209131cea34b6f | | WCR | 45.2 | Not recorded | 68fa6c971e209131cea34b6f | | Reranking | 45.2 | Not recorded | 68fa6c971e209131cea34b6f | | WCR | 45.1 | Not recorded | 68fa6c971e209131cea34b6f | | HLATR | 44.5 | Not recorded | 68fa6c971e209131cea34b6f | | WCR | 44.3 | Not recorded | 68fa6c971e209131cea34b6f | | Reranking | 44.3 | Not recorded | 68fa6c971e209131cea34b6f | | Reranking | 44.2 | Not recorded | 68fa6c971e209131cea34b6f | | Reranking | 43.4 | Not recorded | 68fa6c971e209131cea34b6f | | HLATR | 42.3 | Not recorded | 68fa6c971e209131cea34b6f | | HLATR | 42.2 | Not recorded | 68fa6c971e209131cea34b6f | | HLATR | 42 | Not recorded | 68fa6c971e209131cea34b6f | | HLATR | 42 | Not recorded | 68fa6c971e209131cea34b6f | | WCR | 41.2 | Not recorded | 68fa6c971e209131cea34b6f | | WCR | 41 | Not recorded | 68fa6c971e209131cea34b6f | | WCR | 40.8 | Not recorded | 68fa6c971e209131cea34b6f | | Reranking | 40.8 | Not recorded | 68fa6c971e209131cea34b6f | | WCR | 40.6 | Not recorded | 68fa6c971e209131cea34b6f | | Reranking | 40.6 | Not recorded | 68fa6c971e209131cea34b6f | | Reranking | 40.6 | Not recorded | 68fa6c971e209131cea34b6f | | Reranking | 40.4 | Not recorded | 68fa6c971e209131cea34b6f | | Retrieval Only | 36.8 | Not recorded | 68fa6c971e209131cea34b6f | | Retrieval Only | 20.9 | Not recorded | 68fa6c971e209131cea34b6f | ### HLATR MRR@10: 45.9. Result ID: 698f23243a6c314849f61f68. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"PTM":"RoBERTalarge","Retrieval Type":"Dense"}. This record does not assert independent reproduction. ### WCR MRR@10: 45.7. Result ID: 698f23243a6c314849f61f67. [Reporting paper]() Recorded evaluation configuration: {"PTM":"RoBERTalarge","Retrieval Type":"Dense"}. This record does not assert independent reproduction. ### HLATR MRR@10: 45.6. Result ID: 698f23243a6c314849f61f5c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"PTM":"BERTlarge","Retrieval Type":"Dense"}. This record does not assert independent reproduction. ### HLATR MRR@10: 45.4. Result ID: 698f23243a6c314849f61f62. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"PTM":"RoBERTabase","Retrieval Type":"Dense"}. This record does not assert independent reproduction. ### WCR MRR@10: 45.2. Result ID: 698f23243a6c314849f61f5b. [Reporting paper]() Recorded evaluation configuration: {"PTM":"BERTlarge","Retrieval Type":"Dense"}. This record does not assert independent reproduction. ### Reranking MRR@10: 45.2. Result ID: 698f23243a6c314849f61f66. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"PTM":"RoBERTalarge","Retrieval Type":"Dense"}. This record does not assert independent reproduction. ### WCR MRR@10: 45.1. Result ID: 698f23243a6c314849f61f61. [Reporting paper]() Recorded evaluation configuration: {"PTM":"RoBERTabase","Retrieval Type":"Dense"}. This record does not assert independent reproduction. ### HLATR MRR@10: 44.5. Result ID: 698f23243a6c314849f61f56. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"PTM":"BERTbase","Retrieval Type":"Dense"}. This record does not assert independent reproduction. ### WCR MRR@10: 44.3. Result ID: 698f23243a6c314849f61f55. [Reporting paper]() Recorded evaluation configuration: {"PTM":"BERTbase","Retrieval Type":"Dense"}. This record does not assert independent reproduction. ### Reranking MRR@10: 44.3. Result ID: 698f23243a6c314849f61f60. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"PTM":"RoBERTabase","Retrieval Type":"Dense"}. This record does not assert independent reproduction. ### Reranking MRR@10: 44.2. Result ID: 698f23243a6c314849f61f5a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"PTM":"BERTlarge","Retrieval Type":"Dense"}. This record does not assert independent reproduction. ### Reranking MRR@10: 43.4. Result ID: 698f23243a6c314849f61f54. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"PTM":"BERTbase","Retrieval Type":"Dense"}. This record does not assert independent reproduction. ### HLATR MRR@10: 42.3. Result ID: 698f23243a6c314849f61f65. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"PTM":"RoBERTalarge","Retrieval Type":"Sparse"}. This record does not assert independent reproduction. ### HLATR MRR@10: 42.2. Result ID: 698f23243a6c314849f61f59. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"PTM":"BERTlarge","Retrieval Type":"Sparse"}. This record does not assert independent reproduction. ### HLATR MRR@10: 42. Result ID: 698f23243a6c314849f61f53. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"PTM":"BERTbase","Retrieval Type":"Sparse"}. This record does not assert independent reproduction. ### HLATR MRR@10: 42. Result ID: 698f23243a6c314849f61f5f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"PTM":"RoBERTabase","Retrieval Type":"Sparse"}. This record does not assert independent reproduction. ### WCR MRR@10: 41.2. Result ID: 698f23243a6c314849f61f64. [Reporting paper]() Recorded evaluation configuration: {"PTM":"RoBERTalarge","Retrieval Type":"Sparse"}. This record does not assert independent reproduction. ### WCR MRR@10: 41. Result ID: 698f23243a6c314849f61f5e. [Reporting paper]() Recorded evaluation configuration: {"PTM":"RoBERTabase","Retrieval Type":"Sparse"}. This record does not assert independent reproduction. ### WCR MRR@10: 40.8. Result ID: 698f23243a6c314849f61f58. [Reporting paper]() Recorded evaluation configuration: {"PTM":"BERTlarge","Retrieval Type":"Sparse"}. This record does not assert independent reproduction. ### Reranking MRR@10: 40.8. Result ID: 698f23243a6c314849f61f63. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"PTM":"RoBERTalarge","Retrieval Type":"Sparse"}. This record does not assert independent reproduction. ### WCR MRR@10: 40.6. Result ID: 698f23243a6c314849f61f52. [Reporting paper]() Recorded evaluation configuration: {"PTM":"BERTbase","Retrieval Type":"Sparse"}. This record does not assert independent reproduction. ### Reranking MRR@10: 40.6. Result ID: 698f23243a6c314849f61f57. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"PTM":"BERTlarge","Retrieval Type":"Sparse"}. This record does not assert independent reproduction. ### Reranking MRR@10: 40.6. Result ID: 698f23243a6c314849f61f5d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"PTM":"RoBERTabase","Retrieval Type":"Sparse"}. This record does not assert independent reproduction. ### Reranking MRR@10: 40.4. Result ID: 698f23243a6c314849f61f51. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"PTM":"BERTbase","Retrieval Type":"Sparse"}. This record does not assert independent reproduction. ### Retrieval Only MRR@10: 36.8. Result ID: 698f23243a6c314849f61f50. [Reporting paper]() Recorded evaluation configuration: {"Retrieval Type":"Dense"}. This record does not assert independent reproduction. ### Retrieval Only MRR@10: 20.9. Result ID: 698f23243a6c314849f61f4f. [Reporting paper]() Recorded evaluation configuration: {"Retrieval Type":"Sparse"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.