# Sequential Recommendation on Toy (NDCG@5, HitRatio@5, Fair-0.8) Source: [Sequential Recommendation on Toy (NDCG@5, HitRatio@5, Fair-0.8)]() Collection index: [llms.txt]() Data updated: 2026-06-23T09:52:41.130Z Evaluation of Sequential Recommendation performance on the Toy dataset, reporting ranking metrics NDCG@5, HitRatio@5, and the fairness metric Fair-0.8. 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 | Sequential Recommendation | | Dataset (including any stated split) | Toy | | Metric | NDCG@5 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 18 of 18 | | 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 - [NDCG@5](): Higher is better; unit: PERCENT. - [HitRatio@5](): Higher is better; unit: PERCENT. - [Fair-0.8](): Higher is better; unit: PERCENT. ## Recorded results | Method | NDCG@5 | Result date | Report paper | | --- | --- | --- | --- | | SPRINT | 4.38 | Not recorded | 6a3a1329206542251d7c7106 | | SPRINT | 4.21 | Not recorded | 6a3a1329206542251d7c7106 | | MOJITO | 3.63 | Not recorded | 6a3a1329206542251d7c7106 | | ReSN | 3.43 | Not recorded | 6a3a1329206542251d7c7106 | | LogDet | 3.22 | Not recorded | 6a3a1329206542251d7c7106 | | DROS | 3.2 | Not recorded | 6a3a1329206542251d7c7106 | | LogDet | 3.19 | Not recorded | 6a3a1329206542251d7c7106 | | MOJITO | 3.18 | Not recorded | 6a3a1329206542251d7c7106 | | SASRec++ | 3.14 | Not recorded | 6a3a1329206542251d7c7106 | | D2LR | 3.14 | Not recorded | 6a3a1329206542251d7c7106 | | R2Rec | 3.12 | Not recorded | 6a3a1329206542251d7c7106 | | HSTU | 3.1 | Not recorded | 6a3a1329206542251d7c7106 | | TPAB | 2.99 | Not recorded | 6a3a1329206542251d7c7106 | | R2Rec | 2.94 | Not recorded | 6a3a1329206542251d7c7106 | | ReSN | 2.89 | Not recorded | 6a3a1329206542251d7c7106 | | D2LR | 2.88 | Not recorded | 6a3a1329206542251d7c7106 | | DROS | 2.82 | Not recorded | 6a3a1329206542251d7c7106 | | TPAB | 2.37 | Not recorded | 6a3a1329206542251d7c7106 | ### SPRINT NDCG@5: 4.38. Result ID: 6a3a5758fbc373592c362fde. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction. ### SPRINT NDCG@5: 4.21. Result ID: 6a3a5758fbc373592c362fd5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec++"}. This record does not assert independent reproduction. ### MOJITO NDCG@5: 3.63. Result ID: 6a3a5758fbc373592c362fcf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec++"}. This record does not assert independent reproduction. ### ReSN NDCG@5: 3.43. Result ID: 6a3a5758fbc373592c362fd4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec++"}. This record does not assert independent reproduction. ### LogDet NDCG@5: 3.22. Result ID: 6a3a5758fbc373592c362fd3. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"SASRec++"}. This record does not assert independent reproduction. ### DROS NDCG@5: 3.2. Result ID: 6a3a5758fbc373592c362fd7. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction. ### LogDet NDCG@5: 3.19. Result ID: 6a3a5758fbc373592c362fdc. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction. ### MOJITO NDCG@5: 3.18. Result ID: 6a3a5758fbc373592c362fd8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction. ### SASRec++ NDCG@5: 3.14. Result ID: 6a3a5758fbc373592c362fcd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec++"}. This record does not assert independent reproduction. ### D2LR NDCG@5: 3.14. Result ID: 6a3a5758fbc373592c362fdb. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction. ### R2Rec NDCG@5: 3.12. Result ID: 6a3a5758fbc373592c362fda. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction. ### HSTU NDCG@5: 3.1. Result ID: 6a3a5758fbc373592c362fd6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction. ### TPAB NDCG@5: 2.99. Result ID: 6a3a5758fbc373592c362fd9. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction. ### R2Rec NDCG@5: 2.94. Result ID: 6a3a5758fbc373592c362fd1. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"SASRec++"}. This record does not assert independent reproduction. ### ReSN NDCG@5: 2.89. Result ID: 6a3a5758fbc373592c362fdd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction. ### D2LR NDCG@5: 2.88. Result ID: 6a3a5758fbc373592c362fd2. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"SASRec++"}. This record does not assert independent reproduction. ### DROS NDCG@5: 2.82. Result ID: 6a3a5758fbc373592c362fce. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"SASRec++"}. This record does not assert independent reproduction. ### TPAB NDCG@5: 2.37. Result ID: 6a3a5758fbc373592c362fd0. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"SASRec++"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.