# Sentence-to-Graph Retrieval on Visual Genome Gallery Size 5000 (test) Source: [Sentence-to-Graph Retrieval on Visual Genome Gallery Size 5000 (test)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:59:40.883Z Evaluation of Sentence-to-Graph Retrieval performance on the test split of the Visual Genome dataset, specifically using the Gallery Size 5000 configuration. Metrics include R@20, R@100, and Median error (Med). 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 | Sentence-to-Graph Retrieval | | Dataset (including any stated split) | Visual Genome Gallery Size 5000 (test) | | Metric | R@20 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 19 of 19 | | 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 - [R@20](): Higher is better; unit: PERCENT. - [R@100](): Higher is better; unit: PERCENT. - [Med Error](): Lower is better; unit: SCALAR. ## Recorded results | Method | R@20 | Result date | Report paper | | --- | --- | --- | --- | | TDE | 5.2 | Not recorded | 68fa67381e209131cea14f05 | | TDE | 5.2 | Not recorded | 68fa67381e209131cea14f05 | | TDE | 5.1 | Not recorded | 68fa67381e209131cea14f05 | | TDE | 5 | Not recorded | 68fa67381e209131cea14f05 | | TDE | 4.5 | Not recorded | 68fa67381e209131cea14f05 | | TE | 4.4 | Not recorded | 68fa67381e209131cea14f05 | | Baseline | 4.4 | Not recorded | 68fa67381e209131cea14f05 | | X2Y-Tr | 3.9 | Not recorded | 68fa67381e209131cea14f05 | | Baseline | 3.8 | Not recorded | 68fa67381e209131cea14f05 | | Baseline | 3.7 | Not recorded | 68fa67381e209131cea14f05 | | Baseline | 3.6 | Not recorded | 68fa67381e209131cea14f05 | | TDE | 3.6 | Not recorded | 68fa67381e209131cea14f05 | | X2Y | 3.5 | Not recorded | 68fa67381e209131cea14f05 | | Baseline | 3.1 | Not recorded | 68fa67381e209131cea14f05 | | Baseline | 3.1 | Not recorded | 68fa67381e209131cea14f05 | | Reweight | 3 | Not recorded | 68fa67381e209131cea14f05 | | Focal | 2.9 | Not recorded | 68fa67381e209131cea14f05 | | Resample | 2.5 | Not recorded | 68fa67381e209131cea14f05 | | NIE | 1.6 | Not recorded | 68fa67381e209131cea14f05 | ### TDE R@20: 5.2. Result ID: 698d216d8b517eb4331f38eb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"MOTIFS+","Fusion":"SUM"}. This record does not assert independent reproduction. ### TDE R@20: 5.2. Result ID: 698d216d8b517eb4331f38ed. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"MOTIFS+","Fusion":"GATE"}. This record does not assert independent reproduction. ### TDE R@20: 5.1. Result ID: 698d216d8b517eb4331f38f5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"VCTree","Fusion":"GATE"}. This record does not assert independent reproduction. ### TDE R@20: 5. Result ID: 698d216d8b517eb4331f38f3. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"VCTree","Fusion":"SUM"}. This record does not assert independent reproduction. ### TDE R@20: 4.5. Result ID: 698d216d8b517eb4331f38f1. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"VTransE","Fusion":"GATE"}. This record does not assert independent reproduction. ### TE R@20: 4.4. Result ID: 698d216d8b517eb4331f38e9. [Reporting paper]() Recorded evaluation configuration: {"Model":"MOTIFS+","Fusion":"SUM"}. This record does not assert independent reproduction. ### Baseline R@20: 4.4. Result ID: 698d216d8b517eb4331f38ec. [Reporting paper]() Recorded evaluation configuration: {"Model":"MOTIFS+","Fusion":"GATE"}. This record does not assert independent reproduction. ### X2Y-Tr R@20: 3.9. Result ID: 698d216d8b517eb4331f38e8. [Reporting paper]() Recorded evaluation configuration: {"Model":"MOTIFS+","Fusion":"SUM"}. This record does not assert independent reproduction. ### Baseline R@20: 3.8. Result ID: 698d216d8b517eb4331f38f0. [Reporting paper]() Recorded evaluation configuration: {"Model":"VTransE","Fusion":"GATE"}. This record does not assert independent reproduction. ### Baseline R@20: 3.7. Result ID: 698d216d8b517eb4331f38f4. [Reporting paper]() Recorded evaluation configuration: {"Model":"VCTree","Fusion":"GATE"}. This record does not assert independent reproduction. ### Baseline R@20: 3.6. Result ID: 698d216d8b517eb4331f38ee. [Reporting paper]() Recorded evaluation configuration: {"Model":"VTransE","Fusion":"SUM"}. This record does not assert independent reproduction. ### TDE R@20: 3.6. Result ID: 698d216d8b517eb4331f38ef. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"VTransE","Fusion":"SUM"}. This record does not assert independent reproduction. ### X2Y R@20: 3.5. Result ID: 698d216d8b517eb4331f38e7. [Reporting paper]() Recorded evaluation configuration: {"Model":"MOTIFS+","Fusion":"SUM"}. This record does not assert independent reproduction. ### Baseline R@20: 3.1. Result ID: 698d216d8b517eb4331f38e3. [Reporting paper]() Recorded evaluation configuration: {"Model":"MOTIFS+","Fusion":"SUM"}. This record does not assert independent reproduction. ### Baseline R@20: 3.1. Result ID: 698d216d8b517eb4331f38f2. [Reporting paper]() Recorded evaluation configuration: {"Model":"VCTree","Fusion":"SUM"}. This record does not assert independent reproduction. ### Reweight R@20: 3. Result ID: 698d216d8b517eb4331f38e5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"MOTIFS+","Fusion":"SUM"}. This record does not assert independent reproduction. ### Focal R@20: 2.9. Result ID: 698d216d8b517eb4331f38e4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"MOTIFS+","Fusion":"SUM"}. This record does not assert independent reproduction. ### Resample R@20: 2.5. Result ID: 698d216d8b517eb4331f38e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"MOTIFS+","Fusion":"SUM"}. This record does not assert independent reproduction. ### NIE R@20: 1.6. Result ID: 698d216d8b517eb4331f38ea. [Reporting paper]() Recorded evaluation configuration: {"Model":"MOTIFS+","Fusion":"SUM"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.