# Relation-Conditioned Retrieval on Elec Source: [Relation-Conditioned Retrieval on Elec]() Collection index: [llms.txt]() Data updated: 2026-05-12T08:12:41.139Z Evaluation of Relation-Conditioned Retrieval performance on the Elec dataset, measured using metrics like 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) | Elec | | 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 | 49.32 | Not recorded | 68fa7ae71e209131cea85cf0 | | Rcml | 49.09 | Not recorded | 68fa7ae71e209131cea85cf0 | | Rcml | 48 | Not recorded | 68fa7ae71e209131cea85cf0 | | Rcml | 42.49 | Not recorded | 68fa7ae71e209131cea85cf0 | | ImageBind | 41.63 | Not recorded | 68fa7ae71e209131cea85cf0 | | ImageBind | 40.25 | Not recorded | 68fa7ae71e209131cea85cf0 | | Rcml | 40.09 | Not recorded | 68fa7ae71e209131cea85cf0 | | SigLIP | 39.69 | Not recorded | 68fa7ae71e209131cea85cf0 | | ImageBind | 38.93 | Not recorded | 68fa7ae71e209131cea85cf0 | | SigLIP | 38.91 | Not recorded | 68fa7ae71e209131cea85cf0 | | ImageBind | 38.01 | Not recorded | 68fa7ae71e209131cea85cf0 | | ImageBind | 38.01 | Not recorded | 68fa7ae71e209131cea85cf0 | | CLIP | 37.53 | Not recorded | 68fa7ae71e209131cea85cf0 | | CLIP | 37.08 | Not recorded | 68fa7ae71e209131cea85cf0 | | SigLIP | 36.6 | Not recorded | 68fa7ae71e209131cea85cf0 | | SigLIP | 36.51 | Not recorded | 68fa7ae71e209131cea85cf0 | | SigLIP | 36.09 | Not recorded | 68fa7ae71e209131cea85cf0 | | CLIP | 33.81 | Not recorded | 68fa7ae71e209131cea85cf0 | | CLIP | 33.44 | Not recorded | 68fa7ae71e209131cea85cf0 | | CLIP | 31.78 | Not recorded | 68fa7ae71e209131cea85cf0 | | UniCL | 31.09 | Not recorded | 68fa7ae71e209131cea85cf0 | | UniCL | 29.92 | Not recorded | 68fa7ae71e209131cea85cf0 | | DeCLIP | 28.46 | Not recorded | 68fa7ae71e209131cea85cf0 | | DeCLIP | 27.5 | Not recorded | 68fa7ae71e209131cea85cf0 | | UniCL | 25.04 | Not recorded | 68fa7ae71e209131cea85cf0 | | DeCLIP | 25 | Not recorded | 68fa7ae71e209131cea85cf0 | | UniCL | 24.87 | Not recorded | 68fa7ae71e209131cea85cf0 | | DeCLIP | 24.43 | Not recorded | 68fa7ae71e209131cea85cf0 | | DeCLIP | 23.99 | Not recorded | 68fa7ae71e209131cea85cf0 | | UniCL | 23.74 | Not recorded | 68fa7ae71e209131cea85cf0 | ### Rcml Hit@5: 49.32. Result ID: 6a02e0e747f34ce924e58c2e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"TT"}. This record does not assert independent reproduction. ### Rcml Hit@5: 49.09. Result ID: 6a02e0e747f34ce924e58c32. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"AVG"}. This record does not assert independent reproduction. ### Rcml Hit@5: 48. Result ID: 6a02e0e747f34ce924e58c31. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"IT"}. This record does not assert independent reproduction. ### Rcml Hit@5: 42.49. Result ID: 6a02e0e747f34ce924e58c30. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"TI"}. This record does not assert independent reproduction. ### ImageBind Hit@5: 41.63. Result ID: 6a02e0e747f34ce924e58c2d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity":"AVG"}. This record does not assert independent reproduction. ### ImageBind Hit@5: 40.25. Result ID: 6a02e0e747f34ce924e58c29. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity":"TT"}. This record does not assert independent reproduction. ### Rcml Hit@5: 40.09. Result ID: 6a02e0e747f34ce924e58c2f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"II"}. This record does not assert independent reproduction. ### SigLIP Hit@5: 39.69. Result ID: 6a02e0e747f34ce924e58c28. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"AVG"}. This record does not assert independent reproduction. ### ImageBind Hit@5: 38.93. Result ID: 6a02e0e747f34ce924e58c2a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity":"II"}. This record does not assert independent reproduction. ### SigLIP Hit@5: 38.91. Result ID: 6a02e0e747f34ce924e58c24. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"TT"}. This record does not assert independent reproduction. ### ImageBind Hit@5: 38.01. Result ID: 6a02e0e747f34ce924e58c2b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity":"TI"}. This record does not assert independent reproduction. ### ImageBind Hit@5: 38.01. Result ID: 6a02e0e747f34ce924e58c2c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity":"IT"}. This record does not assert independent reproduction. ### CLIP Hit@5: 37.53. Result ID: 6a02e0e747f34ce924e58c15. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity":"TT"}. This record does not assert independent reproduction. ### CLIP Hit@5: 37.08. Result ID: 6a02e0e747f34ce924e58c19. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity":"AVG"}. This record does not assert independent reproduction. ### SigLIP Hit@5: 36.6. Result ID: 6a02e0e747f34ce924e58c25. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"II"}. This record does not assert independent reproduction. ### SigLIP Hit@5: 36.51. Result ID: 6a02e0e747f34ce924e58c26. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"TI"}. This record does not assert independent reproduction. ### SigLIP Hit@5: 36.09. Result ID: 6a02e0e747f34ce924e58c27. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"IT"}. This record does not assert independent reproduction. ### CLIP Hit@5: 33.81. Result ID: 6a02e0e747f34ce924e58c18. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity":"IT"}. This record does not assert independent reproduction. ### CLIP Hit@5: 33.44. Result ID: 6a02e0e747f34ce924e58c17. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity":"TI"}. This record does not assert independent reproduction. ### CLIP Hit@5: 31.78. Result ID: 6a02e0e747f34ce924e58c16. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity":"II"}. This record does not assert independent reproduction. ### UniCL Hit@5: 31.09. Result ID: 6a02e0e747f34ce924e58c20. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"II"}. This record does not assert independent reproduction. ### UniCL Hit@5: 29.92. Result ID: 6a02e0e747f34ce924e58c23. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"AVG"}. This record does not assert independent reproduction. ### DeCLIP Hit@5: 28.46. Result ID: 6a02e0e747f34ce924e58c1a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"TT"}. This record does not assert independent reproduction. ### DeCLIP Hit@5: 27.5. Result ID: 6a02e0e747f34ce924e58c1e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"AVG"}. This record does not assert independent reproduction. ### UniCL Hit@5: 25.04. Result ID: 6a02e0e747f34ce924e58c1f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"TT"}. This record does not assert independent reproduction. ### DeCLIP Hit@5: 25. Result ID: 6a02e0e747f34ce924e58c1d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"IT"}. This record does not assert independent reproduction. ### UniCL Hit@5: 24.87. Result ID: 6a02e0e747f34ce924e58c21. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"TI"}. This record does not assert independent reproduction. ### DeCLIP Hit@5: 24.43. Result ID: 6a02e0e747f34ce924e58c1b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"II"}. This record does not assert independent reproduction. ### DeCLIP Hit@5: 23.99. Result ID: 6a02e0e747f34ce924e58c1c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"TI"}. This record does not assert independent reproduction. ### UniCL Hit@5: 23.74. Result ID: 6a02e0e747f34ce924e58c22. [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.