# Relation-Conditioned Retrieval on Office Source: [Relation-Conditioned Retrieval on Office]() Collection index: [llms.txt]() Data updated: 2026-05-12T08:12:41.233Z Evaluation of Relation-Conditioned Retrieval performance on the Office dataset, reporting Hit@5 metrics. 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 | Relation-Conditioned Retrieval | | Dataset (including any stated split) | Office | | Metric | Hit@5 | | 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 - [Hit@5](): Higher is better; unit: PERCENT. ## Recorded results | Method | Hit@5 | Result date | Report paper | | --- | --- | --- | --- | | Rcml | 49.64 | Not recorded | 68fa7ae71e209131cea85cf0 | | Rcml | 49.22 | Not recorded | 68fa7ae71e209131cea85cf0 | | Rcml | 46.33 | Not recorded | 68fa7ae71e209131cea85cf0 | | Rcml | 43.93 | Not recorded | 68fa7ae71e209131cea85cf0 | | Rcml | 42.98 | Not recorded | 68fa7ae71e209131cea85cf0 | | ImageBind | 42.94 | Not recorded | 68fa7ae71e209131cea85cf0 | | ImageBind | 41.96 | Not recorded | 68fa7ae71e209131cea85cf0 | | SigLIP | 40.79 | Not recorded | 68fa7ae71e209131cea85cf0 | | SigLIP | 40.71 | Not recorded | 68fa7ae71e209131cea85cf0 | | ImageBind | 39.57 | Not recorded | 68fa7ae71e209131cea85cf0 | | CLIP | 39.46 | Not recorded | 68fa7ae71e209131cea85cf0 | | ImageBind | 39.2 | Not recorded | 68fa7ae71e209131cea85cf0 | | CLIP | 39.14 | Not recorded | 68fa7ae71e209131cea85cf0 | | ImageBind | 38.9 | Not recorded | 68fa7ae71e209131cea85cf0 | | SigLIP | 38.41 | Not recorded | 68fa7ae71e209131cea85cf0 | | SigLIP | 38 | Not recorded | 68fa7ae71e209131cea85cf0 | | CLIP | 37.92 | Not recorded | 68fa7ae71e209131cea85cf0 | | SigLIP | 37.25 | Not recorded | 68fa7ae71e209131cea85cf0 | | CLIP | 36.48 | Not recorded | 68fa7ae71e209131cea85cf0 | | UniCL | 35.78 | Not recorded | 68fa7ae71e209131cea85cf0 | | CLIP | 34.27 | Not recorded | 68fa7ae71e209131cea85cf0 | | UniCL | 34.03 | Not recorded | 68fa7ae71e209131cea85cf0 | | DeCLIP | 30.11 | Not recorded | 68fa7ae71e209131cea85cf0 | | DeCLIP | 29.64 | Not recorded | 68fa7ae71e209131cea85cf0 | | DeCLIP | 26.05 | Not recorded | 68fa7ae71e209131cea85cf0 | | UniCL | 25.37 | Not recorded | 68fa7ae71e209131cea85cf0 | | DeCLIP | 24.02 | Not recorded | 68fa7ae71e209131cea85cf0 | | DeCLIP | 23.84 | Not recorded | 68fa7ae71e209131cea85cf0 | | UniCL | 23.48 | Not recorded | 68fa7ae71e209131cea85cf0 | | UniCL | 23.02 | Not recorded | 68fa7ae71e209131cea85cf0 | ### Rcml Hit@5: 49.64. Result ID: 6a02e0e747f34ce924e58c6e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"AVG"}. This record does not assert independent reproduction. ### Rcml Hit@5: 49.22. Result ID: 6a02e0e747f34ce924e58c6a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"TT"}. This record does not assert independent reproduction. ### Rcml Hit@5: 46.33. Result ID: 6a02e0e747f34ce924e58c6d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"IT"}. This record does not assert independent reproduction. ### Rcml Hit@5: 43.93. Result ID: 6a02e0e747f34ce924e58c6c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"TI"}. This record does not assert independent reproduction. ### Rcml Hit@5: 42.98. Result ID: 6a02e0e747f34ce924e58c6b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"II"}. This record does not assert independent reproduction. ### ImageBind Hit@5: 42.94. Result ID: 6a02e0e747f34ce924e58c69. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity":"AVG"}. This record does not assert independent reproduction. ### ImageBind Hit@5: 41.96. Result ID: 6a02e0e747f34ce924e58c65. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity":"TT"}. This record does not assert independent reproduction. ### SigLIP Hit@5: 40.79. Result ID: 6a02e0e747f34ce924e58c60. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"TT"}. This record does not assert independent reproduction. ### SigLIP Hit@5: 40.71. Result ID: 6a02e0e747f34ce924e58c64. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"AVG"}. This record does not assert independent reproduction. ### ImageBind Hit@5: 39.57. Result ID: 6a02e0e747f34ce924e58c66. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity":"II"}. This record does not assert independent reproduction. ### CLIP Hit@5: 39.46. Result ID: 6a02e0e747f34ce924e58c51. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity":"TT"}. This record does not assert independent reproduction. ### ImageBind Hit@5: 39.2. Result ID: 6a02e0e747f34ce924e58c67. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity":"TI"}. This record does not assert independent reproduction. ### CLIP Hit@5: 39.14. Result ID: 6a02e0e747f34ce924e58c55. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity":"AVG"}. This record does not assert independent reproduction. ### ImageBind Hit@5: 38.9. Result ID: 6a02e0e747f34ce924e58c68. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity":"IT"}. This record does not assert independent reproduction. ### SigLIP Hit@5: 38.41. Result ID: 6a02e0e747f34ce924e58c63. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"IT"}. This record does not assert independent reproduction. ### SigLIP Hit@5: 38. Result ID: 6a02e0e747f34ce924e58c62. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"TI"}. This record does not assert independent reproduction. ### CLIP Hit@5: 37.92. Result ID: 6a02e0e747f34ce924e58c54. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity":"IT"}. This record does not assert independent reproduction. ### SigLIP Hit@5: 37.25. Result ID: 6a02e0e747f34ce924e58c61. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"II"}. This record does not assert independent reproduction. ### CLIP Hit@5: 36.48. Result ID: 6a02e0e747f34ce924e58c53. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity":"TI"}. This record does not assert independent reproduction. ### UniCL Hit@5: 35.78. Result ID: 6a02e0e747f34ce924e58c5c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"II"}. This record does not assert independent reproduction. ### CLIP Hit@5: 34.27. Result ID: 6a02e0e747f34ce924e58c52. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity":"II"}. This record does not assert independent reproduction. ### UniCL Hit@5: 34.03. Result ID: 6a02e0e747f34ce924e58c5f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"AVG"}. This record does not assert independent reproduction. ### DeCLIP Hit@5: 30.11. Result ID: 6a02e0e747f34ce924e58c56. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"TT"}. This record does not assert independent reproduction. ### DeCLIP Hit@5: 29.64. Result ID: 6a02e0e747f34ce924e58c5a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"AVG"}. This record does not assert independent reproduction. ### DeCLIP Hit@5: 26.05. Result ID: 6a02e0e747f34ce924e58c57. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"II"}. This record does not assert independent reproduction. ### UniCL Hit@5: 25.37. Result ID: 6a02e0e747f34ce924e58c5b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"TT"}. This record does not assert independent reproduction. ### DeCLIP Hit@5: 24.02. Result ID: 6a02e0e747f34ce924e58c59. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"IT"}. This record does not assert independent reproduction. ### DeCLIP Hit@5: 23.84. Result ID: 6a02e0e747f34ce924e58c58. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"TI"}. This record does not assert independent reproduction. ### UniCL Hit@5: 23.48. Result ID: 6a02e0e747f34ce924e58c5d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"TI"}. This record does not assert independent reproduction. ### UniCL Hit@5: 23.02. Result ID: 6a02e0e747f34ce924e58c5e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"IT"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.