# Relationship prediction ranking on Amazon-Clothing (test) Source: [Relationship prediction ranking on Amazon-Clothing (test)]() Collection index: [llms.txt]() Data updated: 2026-04-03T07:05:20.165Z Evaluation of relationship prediction ranking performance on the test split of the Amazon Clothing dataset, measured using ranking metrics such as MRR and Hits@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 | Relationship prediction ranking | | Dataset (including any stated split) | Amazon-Clothing (test) | | Metric | MRR | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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: PERCENT. - [Hits@5](): Higher is better; unit: PERCENT. ## Recorded results | Method | MRR | Result date | Report paper | | --- | --- | --- | --- | | BRIDGE-TOKENXATTN | 66.2 | Not recorded | 6902f0dd3ef7ccd74e5e4082 | | BRIDGE-GAT | 63.7 | Not recorded | 6902f0dd3ef7ccd74e5e4082 | | BRIDGE-TFConv | 54 | Not recorded | 6902f0dd3ef7ccd74e5e4082 | | BRIDGE-GCN | 52.3 | Not recorded | 6902f0dd3ef7ccd74e5e4082 | | TNCN | 31.7 | Not recorded | 6902f0dd3ef7ccd74e5e4082 | | NAT | 30.6 | Not recorded | 6902f0dd3ef7ccd74e5e4082 | | TFConv | 18.8 | Not recorded | 6902f0dd3ef7ccd74e5e4082 | | TFConv + S | 17.7 | Not recorded | 6902f0dd3ef7ccd74e5e4082 | | GCN | 17.3 | Not recorded | 6902f0dd3ef7ccd74e5e4082 | | GAT | 16.2 | Not recorded | 6902f0dd3ef7ccd74e5e4082 | | TGN | 14.8 | Not recorded | 6902f0dd3ef7ccd74e5e4082 | | TCL | 14.2 | Not recorded | 6902f0dd3ef7ccd74e5e4082 | | GAT + S | 14.1 | Not recorded | 6902f0dd3ef7ccd74e5e4082 | | GCN + S | 13.5 | Not recorded | 6902f0dd3ef7ccd74e5e4082 | | DyRep | 13.3 | Not recorded | 6902f0dd3ef7ccd74e5e4082 | | GraphMixer | 12.9 | Not recorded | 6902f0dd3ef7ccd74e5e4082 | | TPNet | 11.4 | Not recorded | 6902f0dd3ef7ccd74e5e4082 | ### BRIDGE-TOKENXATTN MRR: 66.2. Result ID: 69cf669f47f34ce924b8bc24. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Learning Mode":"BRIDGE"}. This record does not assert independent reproduction. ### BRIDGE-GAT MRR: 63.7. Result ID: 69cf669f47f34ce924b8bc22. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Learning Mode":"BRIDGE"}. This record does not assert independent reproduction. ### BRIDGE-TFConv MRR: 54. Result ID: 69cf669f47f34ce924b8bc23. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Learning Mode":"BRIDGE"}. This record does not assert independent reproduction. ### BRIDGE-GCN MRR: 52.3. Result ID: 69cf669f47f34ce924b8bc21. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Learning Mode":"BRIDGE"}. This record does not assert independent reproduction. ### TNCN MRR: 31.7. Result ID: 69cf669f47f34ce924b8bc20. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Learning Mode":"Temporal Graphs"}. This record does not assert independent reproduction. ### NAT MRR: 30.6. Result ID: 69cf669f47f34ce924b8bc1d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Learning Mode":"Temporal Graphs"}. This record does not assert independent reproduction. ### TFConv MRR: 18.8. Result ID: 69cf669f47f34ce924b8bc16. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Learning Mode":"Graph Only (Static)"}. This record does not assert independent reproduction. ### TFConv + S MRR: 17.7. Result ID: 69cf669f47f34ce924b8bc19. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Learning Mode":"Two-Stage (Static + Sequence)"}. This record does not assert independent reproduction. ### GCN MRR: 17.3. Result ID: 69cf669f47f34ce924b8bc14. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Learning Mode":"Graph Only (Static)"}. This record does not assert independent reproduction. ### GAT MRR: 16.2. Result ID: 69cf669f47f34ce924b8bc15. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Learning Mode":"Graph Only (Static)"}. This record does not assert independent reproduction. ### TGN MRR: 14.8. Result ID: 69cf669f47f34ce924b8bc1b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Learning Mode":"Temporal Graphs"}. This record does not assert independent reproduction. ### TCL MRR: 14.2. Result ID: 69cf669f47f34ce924b8bc1c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Learning Mode":"Temporal Graphs"}. This record does not assert independent reproduction. ### GAT + S MRR: 14.1. Result ID: 69cf669f47f34ce924b8bc18. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Learning Mode":"Two-Stage (Static + Sequence)"}. This record does not assert independent reproduction. ### GCN + S MRR: 13.5. Result ID: 69cf669f47f34ce924b8bc17. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Learning Mode":"Two-Stage (Static + Sequence)"}. This record does not assert independent reproduction. ### DyRep MRR: 13.3. Result ID: 69cf669f47f34ce924b8bc1a. [Reporting paper]() Recorded evaluation configuration: {"Learning Mode":"Temporal Graphs"}. This record does not assert independent reproduction. ### GraphMixer MRR: 12.9. Result ID: 69cf669f47f34ce924b8bc1e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Learning Mode":"Temporal Graphs"}. This record does not assert independent reproduction. ### TPNet MRR: 11.4. Result ID: 69cf669f47f34ce924b8bc1f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Learning Mode":"Temporal Graphs"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.