# Sentence Retrieval on RSITMD Source: [Sentence Retrieval on RSITMD]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:59:31.812Z Evaluation of Sentence Retrieval performance on the RSITMD dataset, measured using R@1, R@5, R@10, and Mean Rank (mR). 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 | Sentence Retrieval | | Dataset (including any stated split) | RSITMD | | Metric | R@1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 30 of 30 | | 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 - [R@1](): Higher is better; unit: PERCENT. - [R@5](): Higher is better; unit: PERCENT. - [R@10](): Higher is better; unit: PERCENT. - [mR](): Lower is better; unit: SCALAR. ## Recorded results | Method | R@1 | Result date | Report paper | | --- | --- | --- | --- | | PMPGuard | 14.94 | Not recorded | 694a223b9eebe296e72aa947 | | PMPGuard | 14.06 | Not recorded | 694a223b9eebe296e72aa947 | | DOVE | 13.51 | Not recorded | 694a223b9eebe296e72aa947 | | PMPGuard | 12.61 | Not recorded | 694a223b9eebe296e72aa947 | | DOVE | 12.57 | Not recorded | 694a223b9eebe296e72aa947 | | SWAN | 11.91 | Not recorded | 694a223b9eebe296e72aa947 | | PMPGuard | 11.71 | Not recorded | 694a223b9eebe296e72aa947 | | SWAN | 11.25 | Not recorded | 694a223b9eebe296e72aa947 | | PIR | 11.14 | Not recorded | 694a223b9eebe296e72aa947 | | DOVE | 11.06 | Not recorded | 694a223b9eebe296e72aa947 | | PIR | 10.4 | Not recorded | 694a223b9eebe296e72aa947 | | DOVE | 10.28 | Not recorded | 694a223b9eebe296e72aa947 | | PMPGuard | 10.01 | Not recorded | 694a223b9eebe296e72aa947 | | PIR | 9.96 | Not recorded | 694a223b9eebe296e72aa947 | | SWAN | 9.82 | Not recorded | 694a223b9eebe296e72aa947 | | PIR | 9.51 | Not recorded | 694a223b9eebe296e72aa947 | | SWAN | 8.94 | Not recorded | 694a223b9eebe296e72aa947 | | DOVE | 8.38 | Not recorded | 694a223b9eebe296e72aa947 | | SWAN | 7.95 | Not recorded | 694a223b9eebe296e72aa947 | | L2RM | 7.37 | Not recorded | 694a223b9eebe296e72aa947 | | L2RM | 6.64 | Not recorded | 694a223b9eebe296e72aa947 | | L2RM | 5.09 | Not recorded | 694a223b9eebe296e72aa947 | | PIR | 4.65 | Not recorded | 694a223b9eebe296e72aa947 | | L2RM | 3.54 | Not recorded | 694a223b9eebe296e72aa947 | | L2RM | 3.54 | Not recorded | 694a223b9eebe296e72aa947 | | HarMA-Vit | 2.89 | Not recorded | 694a223b9eebe296e72aa947 | | HarMA-Vit | 2.21 | Not recorded | 694a223b9eebe296e72aa947 | | HarMA-Vit | 1.77 | Not recorded | 694a223b9eebe296e72aa947 | | HarMA-Vit | 1.11 | Not recorded | 694a223b9eebe296e72aa947 | | HarMA-Vit | 0.88 | Not recorded | 694a223b9eebe296e72aa947 | ### PMPGuard R@1: 14.94. Result ID: 699820945698665ec47ac7b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"MRate":0}. This record does not assert independent reproduction. ### PMPGuard R@1: 14.06. Result ID: 699820945698665ec47ac7bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"MRate":0.2}. This record does not assert independent reproduction. ### DOVE R@1: 13.51. Result ID: 699820945698665ec47ac7b5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"MRate":0}. This record does not assert independent reproduction. ### PMPGuard R@1: 12.61. Result ID: 699820945698665ec47ac7c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"MRate":0.4}. This record does not assert independent reproduction. ### DOVE R@1: 12.57. Result ID: 699820945698665ec47ac7bb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"MRate":0.2}. This record does not assert independent reproduction. ### SWAN R@1: 11.91. Result ID: 699820945698665ec47ac7b4. [Reporting paper]() Recorded evaluation configuration: {"MRate":0}. This record does not assert independent reproduction. ### PMPGuard R@1: 11.71. Result ID: 699820945698665ec47ac7c8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"MRate":0.6}. This record does not assert independent reproduction. ### SWAN R@1: 11.25. Result ID: 699820945698665ec47ac7ba. [Reporting paper]() Recorded evaluation configuration: {"MRate":0.2}. This record does not assert independent reproduction. ### PIR R@1: 11.14. Result ID: 699820945698665ec47ac7b3. [Reporting paper]() Recorded evaluation configuration: {"MRate":0}. This record does not assert independent reproduction. ### DOVE R@1: 11.06. Result ID: 699820945698665ec47ac7c1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"MRate":0.4}. This record does not assert independent reproduction. ### PIR R@1: 10.4. Result ID: 699820945698665ec47ac7b9. [Reporting paper]() Recorded evaluation configuration: {"MRate":0.2}. This record does not assert independent reproduction. ### DOVE R@1: 10.28. Result ID: 699820945698665ec47ac7c7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"MRate":0.6}. This record does not assert independent reproduction. ### PMPGuard R@1: 10.01. Result ID: 699820945698665ec47ac7ce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"MRate":0.8}. This record does not assert independent reproduction. ### PIR R@1: 9.96. Result ID: 699820945698665ec47ac7c5. [Reporting paper]() Recorded evaluation configuration: {"MRate":0.6}. This record does not assert independent reproduction. ### SWAN R@1: 9.82. Result ID: 699820945698665ec47ac7c0. [Reporting paper]() Recorded evaluation configuration: {"MRate":0.4}. This record does not assert independent reproduction. ### PIR R@1: 9.51. Result ID: 699820945698665ec47ac7bf. [Reporting paper]() Recorded evaluation configuration: {"MRate":0.4}. This record does not assert independent reproduction. ### SWAN R@1: 8.94. Result ID: 699820945698665ec47ac7c6. [Reporting paper]() Recorded evaluation configuration: {"MRate":0.6}. This record does not assert independent reproduction. ### DOVE R@1: 8.38. Result ID: 699820945698665ec47ac7cd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"MRate":0.8}. This record does not assert independent reproduction. ### SWAN R@1: 7.95. Result ID: 699820945698665ec47ac7cc. [Reporting paper]() Recorded evaluation configuration: {"MRate":0.8}. This record does not assert independent reproduction. ### L2RM R@1: 7.37. Result ID: 699820945698665ec47ac7b1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"MRate":0,"Backbone":"GeoRSCLIP"}. This record does not assert independent reproduction. ### L2RM R@1: 6.64. Result ID: 699820945698665ec47ac7b7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"MRate":0.2}. This record does not assert independent reproduction. ### L2RM R@1: 5.09. Result ID: 699820945698665ec47ac7bd. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"MRate":0.4}. This record does not assert independent reproduction. ### PIR R@1: 4.65. Result ID: 699820945698665ec47ac7cb. [Reporting paper]() Recorded evaluation configuration: {"MRate":0.8}. This record does not assert independent reproduction. ### L2RM R@1: 3.54. Result ID: 699820945698665ec47ac7c3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"MRate":0.6}. This record does not assert independent reproduction. ### L2RM R@1: 3.54. Result ID: 699820945698665ec47ac7c9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"MRate":0.8}. This record does not assert independent reproduction. ### HarMA-Vit R@1: 2.89. Result ID: 699820945698665ec47ac7b2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"MRate":0,"Backbone":"GeoRSCLIP"}. This record does not assert independent reproduction. ### HarMA-Vit R@1: 2.21. Result ID: 699820945698665ec47ac7b8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"MRate":0.2}. This record does not assert independent reproduction. ### HarMA-Vit R@1: 1.77. Result ID: 699820945698665ec47ac7be. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"MRate":0.4}. This record does not assert independent reproduction. ### HarMA-Vit R@1: 1.11. Result ID: 699820945698665ec47ac7c4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"MRate":0.6}. This record does not assert independent reproduction. ### HarMA-Vit R@1: 0.88. Result ID: 699820945698665ec47ac7ca. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"MRate":0.8}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.