# Relation-Conditioned Retrieval on Music Source: [Relation-Conditioned Retrieval on Music]() Collection index: [llms.txt]() Data updated: 2026-05-12T08:12:41.345Z Evaluation of model performance on the Music dataset for Relation-Conditioned Retrieval tasks, measured using Hit@K 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) | Music | | Metric | Hit@5 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 60 of 60 | | 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. - [MRR](): Higher is better; unit: PERCENT. ## Recorded results | Method | Hit@5 | Result date | Report paper | | --- | --- | --- | --- | | Rcml | 51.53 | Not recorded | 68fa7ae71e209131cea85cf0 | | Rcml | 51.29 | Not recorded | 68fa7ae71e209131cea85cf0 | | ImageBind | 47.07 | Not recorded | 68fa7ae71e209131cea85cf0 | | ImageBind | 45.94 | Not recorded | 68fa7ae71e209131cea85cf0 | | ImageBind | 44.61 | Not recorded | 68fa7ae71e209131cea85cf0 | | Rcml | 43.5 | Not recorded | 68fa7ae71e209131cea85cf0 | | SigLIP | 43.14 | Not recorded | 68fa7ae71e209131cea85cf0 | | CLIP | 42.59 | Not recorded | 68fa7ae71e209131cea85cf0 | | SigLIP | 42.41 | Not recorded | 68fa7ae71e209131cea85cf0 | | SigLIP | 42.29 | Not recorded | 68fa7ae71e209131cea85cf0 | | CLIP | 41.95 | Not recorded | 68fa7ae71e209131cea85cf0 | | ImageBind | 41.95 | Not recorded | 68fa7ae71e209131cea85cf0 | | ImageBind | 41.66 | Not recorded | 68fa7ae71e209131cea85cf0 | | SigLIP | 41.36 | Not recorded | 68fa7ae71e209131cea85cf0 | | Rcml | 41.32 | Not recorded | 68fa7ae71e209131cea85cf0 | | Rcml | 40.52 | Not recorded | 68fa7ae71e209131cea85cf0 | | CLIP | 39 | Not recorded | 68fa7ae71e209131cea85cf0 | | SigLIP | 38.9 | Not recorded | 68fa7ae71e209131cea85cf0 | | CLIP | 37.51 | Not recorded | 68fa7ae71e209131cea85cf0 | | UniCL | 35.59 | Not recorded | 68fa7ae71e209131cea85cf0 | | UniCL | 34.83 | Not recorded | 68fa7ae71e209131cea85cf0 | | CLIP | 34.56 | Not recorded | 68fa7ae71e209131cea85cf0 | | DeCLIP | 29.14 | Not recorded | 68fa7ae71e209131cea85cf0 | | DeCLIP | 28.01 | Not recorded | 68fa7ae71e209131cea85cf0 | | DeCLIP | 27.48 | Not recorded | 68fa7ae71e209131cea85cf0 | | UniCL | 26.8 | Not recorded | 68fa7ae71e209131cea85cf0 | | DeCLIP | 25.22 | Not recorded | 68fa7ae71e209131cea85cf0 | | DeCLIP | 24.37 | Not recorded | 68fa7ae71e209131cea85cf0 | | UniCL | 24.25 | Not recorded | 68fa7ae71e209131cea85cf0 | | UniCL | 23.24 | Not recorded | 68fa7ae71e209131cea85cf0 | ### Rcml Hit@5: 51.53. Result ID: 6a02e0e747f34ce924e58cc8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"AVG"}. This record does not assert independent reproduction. ### Rcml Hit@5: 51.29. Result ID: 6a02e0e747f34ce924e58cc4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"TT"}. This record does not assert independent reproduction. ### ImageBind Hit@5: 47.07. Result ID: 6a02e0e747f34ce924e58cc3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity":"AVG"}. This record does not assert independent reproduction. ### ImageBind Hit@5: 45.94. Result ID: 6a02e0e747f34ce924e58cbf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity":"TT"}. This record does not assert independent reproduction. ### ImageBind Hit@5: 44.61. Result ID: 6a02e0e747f34ce924e58cc1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity":"TI"}. This record does not assert independent reproduction. ### Rcml Hit@5: 43.5. Result ID: 6a02e0e747f34ce924e58cc7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"IT"}. This record does not assert independent reproduction. ### SigLIP Hit@5: 43.14. Result ID: 6a02e0e747f34ce924e58cbe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"AVG"}. This record does not assert independent reproduction. ### CLIP Hit@5: 42.59. Result ID: 6a02e0e747f34ce924e58caf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity":"AVG"}. This record does not assert independent reproduction. ### SigLIP Hit@5: 42.41. Result ID: 6a02e0e747f34ce924e58cba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"TT"}. This record does not assert independent reproduction. ### SigLIP Hit@5: 42.29. Result ID: 6a02e0e747f34ce924e58cbc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"TI"}. This record does not assert independent reproduction. ### CLIP Hit@5: 41.95. Result ID: 6a02e0e747f34ce924e58cab. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity":"TT"}. This record does not assert independent reproduction. ### ImageBind Hit@5: 41.95. Result ID: 6a02e0e747f34ce924e58cc0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity":"II"}. This record does not assert independent reproduction. ### ImageBind Hit@5: 41.66. Result ID: 6a02e0e747f34ce924e58cc2. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity":"IT"}. This record does not assert independent reproduction. ### SigLIP Hit@5: 41.36. Result ID: 6a02e0e747f34ce924e58cbd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"IT"}. This record does not assert independent reproduction. ### Rcml Hit@5: 41.32. Result ID: 6a02e0e747f34ce924e58cc6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"TI"}. This record does not assert independent reproduction. ### Rcml Hit@5: 40.52. Result ID: 6a02e0e747f34ce924e58cc5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"II"}. This record does not assert independent reproduction. ### CLIP Hit@5: 39. Result ID: 6a02e0e747f34ce924e58cad. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity":"TI"}. This record does not assert independent reproduction. ### SigLIP Hit@5: 38.9. Result ID: 6a02e0e747f34ce924e58cbb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"II"}. This record does not assert independent reproduction. ### CLIP Hit@5: 37.51. Result ID: 6a02e0e747f34ce924e58cae. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity":"IT"}. This record does not assert independent reproduction. ### UniCL Hit@5: 35.59. Result ID: 6a02e0e747f34ce924e58cb9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"AVG"}. This record does not assert independent reproduction. ### UniCL Hit@5: 34.83. Result ID: 6a02e0e747f34ce924e58cb6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"II"}. This record does not assert independent reproduction. ### CLIP Hit@5: 34.56. Result ID: 6a02e0e747f34ce924e58cac. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity":"II"}. This record does not assert independent reproduction. ### DeCLIP Hit@5: 29.14. Result ID: 6a02e0e747f34ce924e58cb4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"AVG"}. This record does not assert independent reproduction. ### DeCLIP Hit@5: 28.01. Result ID: 6a02e0e747f34ce924e58cb0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"TT"}. This record does not assert independent reproduction. ### DeCLIP Hit@5: 27.48. Result ID: 6a02e0e747f34ce924e58cb1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"II"}. This record does not assert independent reproduction. ### UniCL Hit@5: 26.8. Result ID: 6a02e0e747f34ce924e58cb5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"TT"}. This record does not assert independent reproduction. ### DeCLIP Hit@5: 25.22. Result ID: 6a02e0e747f34ce924e58cb3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"IT"}. This record does not assert independent reproduction. ### DeCLIP Hit@5: 24.37. Result ID: 6a02e0e747f34ce924e58cb2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"TI"}. This record does not assert independent reproduction. ### UniCL Hit@5: 24.25. Result ID: 6a02e0e747f34ce924e58cb7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity":"TI"}. This record does not assert independent reproduction. ### UniCL Hit@5: 23.24. Result ID: 6a02e0e747f34ce924e58cb8. [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.