# Relation-Conditioned Retrieval on Goodreads Source: [Relation-Conditioned Retrieval on Goodreads]() Collection index: [llms.txt]() Data updated: 2026-05-12T08:12:41.644Z Evaluation of Relation-Conditioned Retrieval performance on the Goodreads dataset, measured using MRR. 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) | Goodreads | | Metric | MRR | | Unit | SCALAR | | 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 - [MRR](): Higher is better; unit: SCALAR. ## Recorded results | Method | MRR | Result date | Report paper | | --- | --- | --- | --- | | RCML | 32.14 | Not recorded | 68fa7ae71e209131cea85cf0 | | RCML | 32.09 | Not recorded | 68fa7ae71e209131cea85cf0 | | RCML | 30.13 | Not recorded | 68fa7ae71e209131cea85cf0 | | RCML | 29.41 | Not recorded | 68fa7ae71e209131cea85cf0 | | RCML | 29.11 | Not recorded | 68fa7ae71e209131cea85cf0 | | ImageBind | 27.69 | Not recorded | 68fa7ae71e209131cea85cf0 | | SigLIP | 27.59 | Not recorded | 68fa7ae71e209131cea85cf0 | | SigLIP | 27.32 | Not recorded | 68fa7ae71e209131cea85cf0 | | ImageBind | 27.04 | Not recorded | 68fa7ae71e209131cea85cf0 | | SigLIP | 26.93 | Not recorded | 68fa7ae71e209131cea85cf0 | | CLIP | 26.75 | Not recorded | 68fa7ae71e209131cea85cf0 | | ImageBind | 26.75 | Not recorded | 68fa7ae71e209131cea85cf0 | | CLIP | 26.61 | Not recorded | 68fa7ae71e209131cea85cf0 | | SigLIP | 26.55 | Not recorded | 68fa7ae71e209131cea85cf0 | | SigLIP | 26.46 | Not recorded | 68fa7ae71e209131cea85cf0 | | ImageBind | 26.04 | Not recorded | 68fa7ae71e209131cea85cf0 | | ImageBind | 25.94 | Not recorded | 68fa7ae71e209131cea85cf0 | | UniCL | 24.83 | Not recorded | 68fa7ae71e209131cea85cf0 | | CLIP | 23.42 | Not recorded | 68fa7ae71e209131cea85cf0 | | CLIP | 22.14 | Not recorded | 68fa7ae71e209131cea85cf0 | | CLIP | 22.08 | Not recorded | 68fa7ae71e209131cea85cf0 | | UniCL | 21.44 | Not recorded | 68fa7ae71e209131cea85cf0 | | DeCLIP | 21.04 | Not recorded | 68fa7ae71e209131cea85cf0 | | DeCLIP | 20.14 | Not recorded | 68fa7ae71e209131cea85cf0 | | UniCL | 18.43 | Not recorded | 68fa7ae71e209131cea85cf0 | | DeCLIP | 18.39 | Not recorded | 68fa7ae71e209131cea85cf0 | | DeCLIP | 17.55 | Not recorded | 68fa7ae71e209131cea85cf0 | | UniCL | 17.38 | Not recorded | 68fa7ae71e209131cea85cf0 | | UniCL | 17.36 | Not recorded | 68fa7ae71e209131cea85cf0 | | DeCLIP | 17.32 | Not recorded | 68fa7ae71e209131cea85cf0 | ### RCML MRR: 32.14. Result ID: 6a02e0e747f34ce924e58df0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity Measure":"TT"}. This record does not assert independent reproduction. ### RCML MRR: 32.09. Result ID: 6a02e0e747f34ce924e58df4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity Measure":"AVG"}. This record does not assert independent reproduction. ### RCML MRR: 30.13. Result ID: 6a02e0e747f34ce924e58df3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity Measure":"IT"}. This record does not assert independent reproduction. ### RCML MRR: 29.41. Result ID: 6a02e0e747f34ce924e58df2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity Measure":"TI"}. This record does not assert independent reproduction. ### RCML MRR: 29.11. Result ID: 6a02e0e747f34ce924e58df1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity Measure":"II"}. This record does not assert independent reproduction. ### ImageBind MRR: 27.69. Result ID: 6a02e0e747f34ce924e58deb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity Measure":"TT"}. This record does not assert independent reproduction. ### SigLIP MRR: 27.59. Result ID: 6a02e0e747f34ce924e58dea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity Measure":"AVG"}. This record does not assert independent reproduction. ### SigLIP MRR: 27.32. Result ID: 6a02e0e747f34ce924e58de6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity Measure":"TT"}. This record does not assert independent reproduction. ### ImageBind MRR: 27.04. Result ID: 6a02e0e747f34ce924e58def. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity Measure":"AVG"}. This record does not assert independent reproduction. ### SigLIP MRR: 26.93. Result ID: 6a02e0e747f34ce924e58de8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity Measure":"TI"}. This record does not assert independent reproduction. ### CLIP MRR: 26.75. Result ID: 6a02e0e747f34ce924e58dd7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity Measure":"TT"}. This record does not assert independent reproduction. ### ImageBind MRR: 26.75. Result ID: 6a02e0e747f34ce924e58dee. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity Measure":"IT"}. This record does not assert independent reproduction. ### CLIP MRR: 26.61. Result ID: 6a02e0e747f34ce924e58ddb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity Measure":"AVG"}. This record does not assert independent reproduction. ### SigLIP MRR: 26.55. Result ID: 6a02e0e747f34ce924e58de7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity Measure":"II"}. This record does not assert independent reproduction. ### SigLIP MRR: 26.46. Result ID: 6a02e0e747f34ce924e58de9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity Measure":"IT"}. This record does not assert independent reproduction. ### ImageBind MRR: 26.04. Result ID: 6a02e0e747f34ce924e58dec. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity Measure":"II"}. This record does not assert independent reproduction. ### ImageBind MRR: 25.94. Result ID: 6a02e0e747f34ce924e58ded. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity Measure":"TI"}. This record does not assert independent reproduction. ### UniCL MRR: 24.83. Result ID: 6a02e0e747f34ce924e58de2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity Measure":"II"}. This record does not assert independent reproduction. ### CLIP MRR: 23.42. Result ID: 6a02e0e747f34ce924e58dda. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity Measure":"IT"}. This record does not assert independent reproduction. ### CLIP MRR: 22.14. Result ID: 6a02e0e747f34ce924e58dd8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity Measure":"II"}. This record does not assert independent reproduction. ### CLIP MRR: 22.08. Result ID: 6a02e0e747f34ce924e58dd9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Similarity Measure":"TI"}. This record does not assert independent reproduction. ### UniCL MRR: 21.44. Result ID: 6a02e0e747f34ce924e58de5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity Measure":"AVG"}. This record does not assert independent reproduction. ### DeCLIP MRR: 21.04. Result ID: 6a02e0e747f34ce924e58de0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity Measure":"AVG"}. This record does not assert independent reproduction. ### DeCLIP MRR: 20.14. Result ID: 6a02e0e747f34ce924e58ddc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity Measure":"TT"}. This record does not assert independent reproduction. ### UniCL MRR: 18.43. Result ID: 6a02e0e747f34ce924e58de1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity Measure":"TT"}. This record does not assert independent reproduction. ### DeCLIP MRR: 18.39. Result ID: 6a02e0e747f34ce924e58ddd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity Measure":"II"}. This record does not assert independent reproduction. ### DeCLIP MRR: 17.55. Result ID: 6a02e0e747f34ce924e58ddf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity Measure":"IT"}. This record does not assert independent reproduction. ### UniCL MRR: 17.38. Result ID: 6a02e0e747f34ce924e58de3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity Measure":"TI"}. This record does not assert independent reproduction. ### UniCL MRR: 17.36. Result ID: 6a02e0e747f34ce924e58de4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity Measure":"IT"}. This record does not assert independent reproduction. ### DeCLIP MRR: 17.32. Result ID: 6a02e0e747f34ce924e58dde. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Similarity Measure":"TI"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.