# End-to-end Retrieval on MSMARCO (R@10, R@100, R@1k, Latency) Source: [End-to-end Retrieval on MSMARCO (R@10, R@100, R@1k, Latency)]() Collection index: [llms.txt]() Data updated: 2026-03-24T12:54:44.138Z Evaluation of end-to-end retrieval performance on the MSMARCO dataset, reporting Recall metrics at top 10, 100, and 1k, alongside latency measurements in milliseconds. 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 | End-to-end Retrieval | | Dataset (including any stated split) | MSMARCO | | Metric | Latency (ms) | | Unit | TIME | | Direction | Lower 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 - [Latency (ms)](): Lower is better; unit: TIME. - [Recall@10](): Higher is better; unit: PERCENT. - [Recall@100](): Higher is better; unit: PERCENT. - [Recall@1k](): Higher is better; unit: PERCENT. ## Recorded results | Method | Latency (ms) | Result date | Report paper | | --- | --- | --- | --- | | GEM | 88 | Not recorded | 69c21a890636e5bf4afc482c | | GEM | 140 | Not recorded | 69c21a890636e5bf4afc482c | | GEM | 212 | Not recorded | 69c21a890636e5bf4afc482c | | PLAID | 222 | Not recorded | 69c21a890636e5bf4afc482c | | IGP | 279 | Not recorded | 69c21a890636e5bf4afc482c | | MUVERA | 286 | Not recorded | 69c21a890636e5bf4afc482c | | MVG | 293 | Not recorded | 69c21a890636e5bf4afc482c | | DESSERT | 298 | Not recorded | 69c21a890636e5bf4afc482c | | MUVERA | 310 | Not recorded | 69c21a890636e5bf4afc482c | | DESSERT | 336 | Not recorded | 69c21a890636e5bf4afc482c | | IGP | 340 | Not recorded | 69c21a890636e5bf4afc482c | | DESSERT | 344 | Not recorded | 69c21a890636e5bf4afc482c | | PLAID | 352 | Not recorded | 69c21a890636e5bf4afc482c | | PLAID | 352 | Not recorded | 69c21a890636e5bf4afc482c | | MVG | 360 | Not recorded | 69c21a890636e5bf4afc482c | | IGP | 399 | Not recorded | 69c21a890636e5bf4afc482c | | MVG | 436 | Not recorded | 69c21a890636e5bf4afc482c | | MUVERA | 444 | Not recorded | 69c21a890636e5bf4afc482c | ### GEM Latency (ms): 88. Result ID: 69c288dc47f34ce924aa9b33. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k (number of returned results)":"10","ef\_search":"800"}. This record does not assert independent reproduction. ### GEM Latency (ms): 140. Result ID: 69c288dc47f34ce924aa9b34. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k (number of returned results)":"100","ef\_search":"2000"}. This record does not assert independent reproduction. ### GEM Latency (ms): 212. Result ID: 69c288dc47f34ce924aa9b35. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k (number of returned results)":"1000","ef\_search":"8000"}. This record does not assert independent reproduction. ### PLAID Latency (ms): 222. Result ID: 69c288dc47f34ce924aa9b24. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k (number of returned results)":"10"}. This record does not assert independent reproduction. ### IGP Latency (ms): 279. Result ID: 69c288dc47f34ce924aa9b2d. [Reporting paper]() Recorded evaluation configuration: {"k (number of returned results)":"10"}. This record does not assert independent reproduction. ### MUVERA Latency (ms): 286. Result ID: 69c288dc47f34ce924aa9b2a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k (number of returned results)":"10"}. This record does not assert independent reproduction. ### MVG Latency (ms): 293. Result ID: 69c288dc47f34ce924aa9b30. [Reporting paper]() Recorded evaluation configuration: {"k (number of returned results)":"10"}. This record does not assert independent reproduction. ### DESSERT Latency (ms): 298. Result ID: 69c288dc47f34ce924aa9b27. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"k (number of returned results)":"10"}. This record does not assert independent reproduction. ### MUVERA Latency (ms): 310. Result ID: 69c288dc47f34ce924aa9b2b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k (number of returned results)":"100"}. This record does not assert independent reproduction. ### DESSERT Latency (ms): 336. Result ID: 69c288dc47f34ce924aa9b29. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"k (number of returned results)":"1000"}. This record does not assert independent reproduction. ### IGP Latency (ms): 340. Result ID: 69c288dc47f34ce924aa9b2e. [Reporting paper]() Recorded evaluation configuration: {"k (number of returned results)":"100"}. This record does not assert independent reproduction. ### DESSERT Latency (ms): 344. Result ID: 69c288dc47f34ce924aa9b28. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"k (number of returned results)":"100"}. This record does not assert independent reproduction. ### PLAID Latency (ms): 352. Result ID: 69c288dc47f34ce924aa9b25. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k (number of returned results)":"100"}. This record does not assert independent reproduction. ### PLAID Latency (ms): 352. Result ID: 69c288dc47f34ce924aa9b26. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k (number of returned results)":"1000"}. This record does not assert independent reproduction. ### MVG Latency (ms): 360. Result ID: 69c288dc47f34ce924aa9b31. [Reporting paper]() Recorded evaluation configuration: {"k (number of returned results)":"100"}. This record does not assert independent reproduction. ### IGP Latency (ms): 399. Result ID: 69c288dc47f34ce924aa9b2f. [Reporting paper]() Recorded evaluation configuration: {"k (number of returned results)":"1000"}. This record does not assert independent reproduction. ### MVG Latency (ms): 436. Result ID: 69c288dc47f34ce924aa9b32. [Reporting paper]() Recorded evaluation configuration: {"k (number of returned results)":"1000"}. This record does not assert independent reproduction. ### MUVERA Latency (ms): 444. Result ID: 69c288dc47f34ce924aa9b2c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"k (number of returned results)":"1000"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.