# Relation-Conditioned Retrieval on Pet Source: [Relation-Conditioned Retrieval on Pet]() Collection index: [llms.txt]() Data updated: 2026-05-12T08:12:41.311Z Evaluation of Relation-Conditioned Retrieval performance on the Pet dataset, measured using Hit@5 (%). 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) | Pet | | 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 | 55.08 | Not recorded | 68fa7ae71e209131cea85cf0 | | Rcml | 54.17 | Not recorded | 68fa7ae71e209131cea85cf0 | | Rcml | 50 | Not recorded | 68fa7ae71e209131cea85cf0 | | Rcml | 48.11 | Not recorded | 68fa7ae71e209131cea85cf0 | | Rcml | 44.89 | Not recorded | 68fa7ae71e209131cea85cf0 | | ImageBind | 43.77 | Not recorded | 68fa7ae71e209131cea85cf0 | | ImageBind | 43.73 | Not recorded | 68fa7ae71e209131cea85cf0 | | CLIP | 42.19 | Not recorded | 68fa7ae71e209131cea85cf0 | | ImageBind | 41.46 | Not recorded | 68fa7ae71e209131cea85cf0 | | CLIP | 41.34 | Not recorded | 68fa7ae71e209131cea85cf0 | | SigLIP | 41.19 | Not recorded | 68fa7ae71e209131cea85cf0 | | SigLIP | 40.76 | Not recorded | 68fa7ae71e209131cea85cf0 | | SigLIP | 40.65 | Not recorded | 68fa7ae71e209131cea85cf0 | | ImageBind | 40.36 | Not recorded | 68fa7ae71e209131cea85cf0 | | ImageBind | 39.56 | Not recorded | 68fa7ae71e209131cea85cf0 | | SigLIP | 38.64 | Not recorded | 68fa7ae71e209131cea85cf0 | | CLIP | 37.95 | Not recorded | 68fa7ae71e209131cea85cf0 | | SigLIP | 37.66 | Not recorded | 68fa7ae71e209131cea85cf0 | | CLIP | 36.93 | Not recorded | 68fa7ae71e209131cea85cf0 | | UniCL | 35.39 | Not recorded | 68fa7ae71e209131cea85cf0 | | CLIP | 34.66 | Not recorded | 68fa7ae71e209131cea85cf0 | | UniCL | 34.58 | Not recorded | 68fa7ae71e209131cea85cf0 | | DeCLIP | 29.57 | Not recorded | 68fa7ae71e209131cea85cf0 | | DeCLIP | 28.81 | Not recorded | 68fa7ae71e209131cea85cf0 | | UniCL | 25.3 | Not recorded | 68fa7ae71e209131cea85cf0 | | DeCLIP | 24.74 | Not recorded | 68fa7ae71e209131cea85cf0 | | UniCL | 23.56 | Not recorded | 68fa7ae71e209131cea85cf0 | | UniCL | 23.56 | Not recorded | 68fa7ae71e209131cea85cf0 | | DeCLIP | 23.55 | Not recorded | 68fa7ae71e209131cea85cf0 | | DeCLIP | 22.95 | Not recorded | 68fa7ae71e209131cea85cf0 | ### Rcml Hit@5: 55.08. Result ID: 6a02e0e747f34ce924e58caa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"AVG"}. This record does not assert independent reproduction. ### Rcml Hit@5: 54.17. Result ID: 6a02e0e747f34ce924e58ca6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"TT"}. This record does not assert independent reproduction. ### Rcml Hit@5: 50. Result ID: 6a02e0e747f34ce924e58ca9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"IT"}. This record does not assert independent reproduction. ### Rcml Hit@5: 48.11. Result ID: 6a02e0e747f34ce924e58ca8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"TI"}. This record does not assert independent reproduction. ### Rcml Hit@5: 44.89. Result ID: 6a02e0e747f34ce924e58ca7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"II"}. This record does not assert independent reproduction. ### ImageBind Hit@5: 43.77. Result ID: 6a02e0e747f34ce924e58ca5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity":"AVG"}. This record does not assert independent reproduction. ### ImageBind Hit@5: 43.73. Result ID: 6a02e0e747f34ce924e58ca1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity":"TT"}. This record does not assert independent reproduction. ### CLIP Hit@5: 42.19. Result ID: 6a02e0e747f34ce924e58c8d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity":"TT"}. This record does not assert independent reproduction. ### ImageBind Hit@5: 41.46. Result ID: 6a02e0e747f34ce924e58ca3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity":"TI"}. This record does not assert independent reproduction. ### CLIP Hit@5: 41.34. Result ID: 6a02e0e747f34ce924e58c91. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity":"AVG"}. This record does not assert independent reproduction. ### SigLIP Hit@5: 41.19. Result ID: 6a02e0e747f34ce924e58c9c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"TT"}. This record does not assert independent reproduction. ### SigLIP Hit@5: 40.76. Result ID: 6a02e0e747f34ce924e58ca0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"AVG"}. This record does not assert independent reproduction. ### SigLIP Hit@5: 40.65. Result ID: 6a02e0e747f34ce924e58c9e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"TI"}. This record does not assert independent reproduction. ### ImageBind Hit@5: 40.36. Result ID: 6a02e0e747f34ce924e58ca4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity":"IT"}. This record does not assert independent reproduction. ### ImageBind Hit@5: 39.56. Result ID: 6a02e0e747f34ce924e58ca2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity":"II"}. This record does not assert independent reproduction. ### SigLIP Hit@5: 38.64. Result ID: 6a02e0e747f34ce924e58c9f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"IT"}. This record does not assert independent reproduction. ### CLIP Hit@5: 37.95. Result ID: 6a02e0e747f34ce924e58c90. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity":"IT"}. This record does not assert independent reproduction. ### SigLIP Hit@5: 37.66. Result ID: 6a02e0e747f34ce924e58c9d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"II"}. This record does not assert independent reproduction. ### CLIP Hit@5: 36.93. Result ID: 6a02e0e747f34ce924e58c8f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity":"TI"}. This record does not assert independent reproduction. ### UniCL Hit@5: 35.39. Result ID: 6a02e0e747f34ce924e58c98. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"II"}. This record does not assert independent reproduction. ### CLIP Hit@5: 34.66. Result ID: 6a02e0e747f34ce924e58c8e. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity":"II"}. This record does not assert independent reproduction. ### UniCL Hit@5: 34.58. Result ID: 6a02e0e747f34ce924e58c9b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"AVG"}. This record does not assert independent reproduction. ### DeCLIP Hit@5: 29.57. Result ID: 6a02e0e747f34ce924e58c92. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"TT"}. This record does not assert independent reproduction. ### DeCLIP Hit@5: 28.81. Result ID: 6a02e0e747f34ce924e58c96. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"AVG"}. This record does not assert independent reproduction. ### UniCL Hit@5: 25.3. Result ID: 6a02e0e747f34ce924e58c97. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"TT"}. This record does not assert independent reproduction. ### DeCLIP Hit@5: 24.74. Result ID: 6a02e0e747f34ce924e58c93. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"II"}. This record does not assert independent reproduction. ### UniCL Hit@5: 23.56. Result ID: 6a02e0e747f34ce924e58c99. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"TI"}. This record does not assert independent reproduction. ### UniCL Hit@5: 23.56. Result ID: 6a02e0e747f34ce924e58c9a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"IT"}. This record does not assert independent reproduction. ### DeCLIP Hit@5: 23.55. Result ID: 6a02e0e747f34ce924e58c95. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"IT"}. This record does not assert independent reproduction. ### DeCLIP Hit@5: 22.95. Result ID: 6a02e0e747f34ce924e58c94. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"TI"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.