# Relation-Conditioned Retrieval on Baby Source: [Relation-Conditioned Retrieval on Baby]() Collection index: [llms.txt]() Data updated: 2026-05-12T08:12:41.268Z Evaluation of Relation-Conditioned Retrieval performance on the Baby 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) | Baby | | 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 | 44.65 | Not recorded | 68fa7ae71e209131cea85cf0 | | Rcml | 44.62 | Not recorded | 68fa7ae71e209131cea85cf0 | | ImageBind | 41.53 | Not recorded | 68fa7ae71e209131cea85cf0 | | Rcml | 41.2 | Not recorded | 68fa7ae71e209131cea85cf0 | | ImageBind | 40.13 | Not recorded | 68fa7ae71e209131cea85cf0 | | SigLIP | 39.91 | Not recorded | 68fa7ae71e209131cea85cf0 | | SigLIP | 39.17 | Not recorded | 68fa7ae71e209131cea85cf0 | | Rcml | 38.42 | Not recorded | 68fa7ae71e209131cea85cf0 | | ImageBind | 36.43 | Not recorded | 68fa7ae71e209131cea85cf0 | | CLIP | 35.82 | Not recorded | 68fa7ae71e209131cea85cf0 | | ImageBind | 35.6 | Not recorded | 68fa7ae71e209131cea85cf0 | | ImageBind | 35.3 | Not recorded | 68fa7ae71e209131cea85cf0 | | Rcml | 35.1 | Not recorded | 68fa7ae71e209131cea85cf0 | | SigLIP | 34.92 | Not recorded | 68fa7ae71e209131cea85cf0 | | CLIP | 34.66 | Not recorded | 68fa7ae71e209131cea85cf0 | | SigLIP | 34.4 | Not recorded | 68fa7ae71e209131cea85cf0 | | SigLIP | 33.79 | Not recorded | 68fa7ae71e209131cea85cf0 | | CLIP | 31.62 | Not recorded | 68fa7ae71e209131cea85cf0 | | DeCLIP | 30.66 | Not recorded | 68fa7ae71e209131cea85cf0 | | CLIP | 30.63 | Not recorded | 68fa7ae71e209131cea85cf0 | | UniCL | 30.26 | Not recorded | 68fa7ae71e209131cea85cf0 | | CLIP | 29.56 | Not recorded | 68fa7ae71e209131cea85cf0 | | DeCLIP | 29.06 | Not recorded | 68fa7ae71e209131cea85cf0 | | UniCL | 29.04 | Not recorded | 68fa7ae71e209131cea85cf0 | | DeCLIP | 26.54 | Not recorded | 68fa7ae71e209131cea85cf0 | | UniCL | 24.51 | Not recorded | 68fa7ae71e209131cea85cf0 | | DeCLIP | 24.03 | Not recorded | 68fa7ae71e209131cea85cf0 | | DeCLIP | 23.98 | Not recorded | 68fa7ae71e209131cea85cf0 | | UniCL | 22.58 | Not recorded | 68fa7ae71e209131cea85cf0 | | UniCL | 22.47 | Not recorded | 68fa7ae71e209131cea85cf0 | ### Rcml Hit@5: 44.65. Result ID: 6a02e0e747f34ce924e58c8c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"AVG"}. This record does not assert independent reproduction. ### Rcml Hit@5: 44.62. Result ID: 6a02e0e747f34ce924e58c88. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"TT"}. This record does not assert independent reproduction. ### ImageBind Hit@5: 41.53. Result ID: 6a02e0e747f34ce924e58c83. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity":"TT"}. This record does not assert independent reproduction. ### Rcml Hit@5: 41.2. Result ID: 6a02e0e747f34ce924e58c8b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"IT"}. This record does not assert independent reproduction. ### ImageBind Hit@5: 40.13. Result ID: 6a02e0e747f34ce924e58c87. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity":"AVG"}. This record does not assert independent reproduction. ### SigLIP Hit@5: 39.91. Result ID: 6a02e0e747f34ce924e58c7e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"TT"}. This record does not assert independent reproduction. ### SigLIP Hit@5: 39.17. Result ID: 6a02e0e747f34ce924e58c82. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"AVG"}. This record does not assert independent reproduction. ### Rcml Hit@5: 38.42. Result ID: 6a02e0e747f34ce924e58c8a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"TI"}. This record does not assert independent reproduction. ### ImageBind Hit@5: 36.43. Result ID: 6a02e0e747f34ce924e58c84. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity":"II"}. This record does not assert independent reproduction. ### CLIP Hit@5: 35.82. Result ID: 6a02e0e747f34ce924e58c6f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity":"TT"}. This record does not assert independent reproduction. ### ImageBind Hit@5: 35.6. Result ID: 6a02e0e747f34ce924e58c85. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity":"TI"}. This record does not assert independent reproduction. ### ImageBind Hit@5: 35.3. Result ID: 6a02e0e747f34ce924e58c86. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity":"IT"}. This record does not assert independent reproduction. ### Rcml Hit@5: 35.1. Result ID: 6a02e0e747f34ce924e58c89. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"II"}. This record does not assert independent reproduction. ### SigLIP Hit@5: 34.92. Result ID: 6a02e0e747f34ce924e58c80. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"TI"}. This record does not assert independent reproduction. ### CLIP Hit@5: 34.66. Result ID: 6a02e0e747f34ce924e58c73. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity":"AVG"}. This record does not assert independent reproduction. ### SigLIP Hit@5: 34.4. Result ID: 6a02e0e747f34ce924e58c81. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"IT"}. This record does not assert independent reproduction. ### SigLIP Hit@5: 33.79. Result ID: 6a02e0e747f34ce924e58c7f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"II"}. This record does not assert independent reproduction. ### CLIP Hit@5: 31.62. Result ID: 6a02e0e747f34ce924e58c72. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity":"IT"}. This record does not assert independent reproduction. ### DeCLIP Hit@5: 30.66. Result ID: 6a02e0e747f34ce924e58c78. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"AVG"}. This record does not assert independent reproduction. ### CLIP Hit@5: 30.63. Result ID: 6a02e0e747f34ce924e58c71. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity":"TI"}. This record does not assert independent reproduction. ### UniCL Hit@5: 30.26. Result ID: 6a02e0e747f34ce924e58c7a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"II"}. This record does not assert independent reproduction. ### CLIP Hit@5: 29.56. Result ID: 6a02e0e747f34ce924e58c70. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity":"II"}. This record does not assert independent reproduction. ### DeCLIP Hit@5: 29.06. Result ID: 6a02e0e747f34ce924e58c74. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"TT"}. This record does not assert independent reproduction. ### UniCL Hit@5: 29.04. Result ID: 6a02e0e747f34ce924e58c7d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"AVG"}. This record does not assert independent reproduction. ### DeCLIP Hit@5: 26.54. Result ID: 6a02e0e747f34ce924e58c75. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"II"}. This record does not assert independent reproduction. ### UniCL Hit@5: 24.51. Result ID: 6a02e0e747f34ce924e58c79. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"TT"}. This record does not assert independent reproduction. ### DeCLIP Hit@5: 24.03. Result ID: 6a02e0e747f34ce924e58c77. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"IT"}. This record does not assert independent reproduction. ### DeCLIP Hit@5: 23.98. Result ID: 6a02e0e747f34ce924e58c76. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"TI"}. This record does not assert independent reproduction. ### UniCL Hit@5: 22.58. Result ID: 6a02e0e747f34ce924e58c7b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"TI"}. This record does not assert independent reproduction. ### UniCL Hit@5: 22.47. Result ID: 6a02e0e747f34ce924e58c7c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"IT"}. 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