# Text Retrieval on MS MARCO Passage Source: [Text Retrieval on MS MARCO Passage]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:50:31.817Z Evaluation of Text Retrieval performance on the MS MARCO Passage dataset, measured using 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 Passage | | 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 | 0.437 | Not recorded | 68fa6c971e209131cea34b6f | | WCR | 0.429 | Not recorded | 68fa6c971e209131cea34b6f | | HLATR | 0.425 | Not recorded | 68fa6c971e209131cea34b6f | | HLATR | 0.424 | Not recorded | 68fa6c971e209131cea34b6f | | HLATR | 0.42 | Not recorded | 68fa6c971e209131cea34b6f | | WCR | 0.42 | Not recorded | 68fa6c971e209131cea34b6f | | WCR | 0.42 | Not recorded | 68fa6c971e209131cea34b6f | | Reranking | 0.416 | Not recorded | 68fa6c971e209131cea34b6f | | WCR | 0.415 | Not recorded | 68fa6c971e209131cea34b6f | | Reranking | 0.41 | Not recorded | 68fa6c971e209131cea34b6f | | Reranking | 0.408 | Not recorded | 68fa6c971e209131cea34b6f | | Reranking | 0.401 | Not recorded | 68fa6c971e209131cea34b6f | | Retrieval Only | 0.383 | Not recorded | 68fa6c971e209131cea34b6f | | HLATR | 0.368 | Not recorded | 68fa6c971e209131cea34b6f | | WCR | 0.364 | Not recorded | 68fa6c971e209131cea34b6f | | Reranking | 0.362 | Not recorded | 68fa6c971e209131cea34b6f | | HLATR | 0.359 | Not recorded | 68fa6c971e209131cea34b6f | | WCR | 0.356 | Not recorded | 68fa6c971e209131cea34b6f | | HLATR | 0.355 | Not recorded | 68fa6c971e209131cea34b6f | | Reranking | 0.354 | Not recorded | 68fa6c971e209131cea34b6f | | WCR | 0.352 | Not recorded | 68fa6c971e209131cea34b6f | | HLATR | 0.35 | Not recorded | 68fa6c971e209131cea34b6f | | Reranking | 0.349 | Not recorded | 68fa6c971e209131cea34b6f | | WCR | 0.345 | Not recorded | 68fa6c971e209131cea34b6f | | Reranking | 0.344 | Not recorded | 68fa6c971e209131cea34b6f | | Retrieval Only | 0.187 | Not recorded | 68fa6c971e209131cea34b6f | ### HLATR MRR@10: 0.437. Result ID: 698f23243a6c314849f61f4e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"PTM":"RoBERTalarge","Retrieval Type":"Dense"}. This record does not assert independent reproduction. ### WCR MRR@10: 0.429. Result ID: 698f23243a6c314849f61f4d. [Reporting paper]() Recorded evaluation configuration: {"PTM":"RoBERTalarge","Retrieval Type":"Dense"}. This record does not assert independent reproduction. ### HLATR MRR@10: 0.425. Result ID: 698f23243a6c314849f61f48. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"PTM":"RoBERTabase","Retrieval Type":"Dense"}. This record does not assert independent reproduction. ### HLATR MRR@10: 0.424. Result ID: 698f23243a6c314849f61f42. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"PTM":"BERTlarge","Retrieval Type":"Dense"}. This record does not assert independent reproduction. ### HLATR MRR@10: 0.42. Result ID: 698f23243a6c314849f61f3c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"PTM":"BERTbase","Retrieval Type":"Dense"}. This record does not assert independent reproduction. ### WCR MRR@10: 0.42. Result ID: 698f23243a6c314849f61f41. [Reporting paper]() Recorded evaluation configuration: {"PTM":"BERTlarge","Retrieval Type":"Dense"}. This record does not assert independent reproduction. ### WCR MRR@10: 0.42. Result ID: 698f23243a6c314849f61f47. [Reporting paper]() Recorded evaluation configuration: {"PTM":"RoBERTabase","Retrieval Type":"Dense"}. This record does not assert independent reproduction. ### Reranking MRR@10: 0.416. Result ID: 698f23243a6c314849f61f4c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"PTM":"RoBERTalarge","Retrieval Type":"Dense"}. This record does not assert independent reproduction. ### WCR MRR@10: 0.415. Result ID: 698f23243a6c314849f61f3b. [Reporting paper]() Recorded evaluation configuration: {"PTM":"BERTbase","Retrieval Type":"Dense"}. This record does not assert independent reproduction. ### Reranking MRR@10: 0.41. Result ID: 698f23243a6c314849f61f40. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"PTM":"BERTlarge","Retrieval Type":"Dense"}. This record does not assert independent reproduction. ### Reranking MRR@10: 0.408. Result ID: 698f23243a6c314849f61f46. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"PTM":"RoBERTabase","Retrieval Type":"Dense"}. This record does not assert independent reproduction. ### Reranking MRR@10: 0.401. Result ID: 698f23243a6c314849f61f3a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"PTM":"BERTbase","Retrieval Type":"Dense"}. This record does not assert independent reproduction. ### Retrieval Only MRR@10: 0.383. Result ID: 698f23243a6c314849f61f36. [Reporting paper]() Recorded evaluation configuration: {"Retrieval Type":"Dense"}. This record does not assert independent reproduction. ### HLATR MRR@10: 0.368. Result ID: 698f23243a6c314849f61f4b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"PTM":"RoBERTalarge","Retrieval Type":"Sparse"}. This record does not assert independent reproduction. ### WCR MRR@10: 0.364. Result ID: 698f23243a6c314849f61f4a. [Reporting paper]() Recorded evaluation configuration: {"PTM":"RoBERTalarge","Retrieval Type":"Sparse"}. This record does not assert independent reproduction. ### Reranking MRR@10: 0.362. Result ID: 698f23243a6c314849f61f49. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"PTM":"RoBERTalarge","Retrieval Type":"Sparse"}. This record does not assert independent reproduction. ### HLATR MRR@10: 0.359. Result ID: 698f23243a6c314849f61f3f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"PTM":"BERTlarge","Retrieval Type":"Sparse"}. This record does not assert independent reproduction. ### WCR MRR@10: 0.356. Result ID: 698f23243a6c314849f61f3e. [Reporting paper]() Recorded evaluation configuration: {"PTM":"BERTlarge","Retrieval Type":"Sparse"}. This record does not assert independent reproduction. ### HLATR MRR@10: 0.355. Result ID: 698f23243a6c314849f61f45. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"PTM":"RoBERTabase","Retrieval Type":"Sparse"}. This record does not assert independent reproduction. ### Reranking MRR@10: 0.354. Result ID: 698f23243a6c314849f61f3d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"PTM":"BERTlarge","Retrieval Type":"Sparse"}. This record does not assert independent reproduction. ### WCR MRR@10: 0.352. Result ID: 698f23243a6c314849f61f44. [Reporting paper]() Recorded evaluation configuration: {"PTM":"RoBERTabase","Retrieval Type":"Sparse"}. This record does not assert independent reproduction. ### HLATR MRR@10: 0.35. Result ID: 698f23243a6c314849f61f39. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"PTM":"BERTbase","Retrieval Type":"Sparse"}. This record does not assert independent reproduction. ### Reranking MRR@10: 0.349. Result ID: 698f23243a6c314849f61f43. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"PTM":"RoBERTabase","Retrieval Type":"Sparse"}. This record does not assert independent reproduction. ### WCR MRR@10: 0.345. Result ID: 698f23243a6c314849f61f38. [Reporting paper]() Recorded evaluation configuration: {"PTM":"BERTbase","Retrieval Type":"Sparse"}. This record does not assert independent reproduction. ### Reranking MRR@10: 0.344. Result ID: 698f23243a6c314849f61f37. [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: 0.187. Result ID: 698f23243a6c314849f61f35. [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.