# Sequential Recommendation on Beauty (NDCG@5, HitRatio@5, Fair-0.8) Source: [Sequential Recommendation on Beauty (NDCG@5, HitRatio@5, Fair-0.8)]() Collection index: [llms.txt]() Data updated: 2026-06-23T09:52:41.082Z Evaluation of Sequential Recommendation performance on the Beauty dataset, focusing on ranking metrics NDCG@5, HitRatio@5, and 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) | Beauty | | 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 | 3.62 | Not recorded | 6a3a1329206542251d7c7106 | | SPRINT | 3.55 | Not recorded | 6a3a1329206542251d7c7106 | | MOJITO | 2.94 | Not recorded | 6a3a1329206542251d7c7106 | | TPAB | 2.86 | Not recorded | 6a3a1329206542251d7c7106 | | LogDet | 2.82 | Not recorded | 6a3a1329206542251d7c7106 | | ReSN | 2.81 | Not recorded | 6a3a1329206542251d7c7106 | | MOJITO | 2.77 | Not recorded | 6a3a1329206542251d7c7106 | | LogDet | 2.72 | Not recorded | 6a3a1329206542251d7c7106 | | DROS | 2.72 | Not recorded | 6a3a1329206542251d7c7106 | | HSTU | 2.67 | Not recorded | 6a3a1329206542251d7c7106 | | D2LR | 2.65 | Not recorded | 6a3a1329206542251d7c7106 | | ReSN | 2.56 | Not recorded | 6a3a1329206542251d7c7106 | | R2Rec | 2.55 | Not recorded | 6a3a1329206542251d7c7106 | | R2Rec | 2.52 | Not recorded | 6a3a1329206542251d7c7106 | | DROS | 2.51 | Not recorded | 6a3a1329206542251d7c7106 | | SASRec++ | 2.48 | Not recorded | 6a3a1329206542251d7c7106 | | D2LR | 2.46 | Not recorded | 6a3a1329206542251d7c7106 | | TPAB | 2.2 | Not recorded | 6a3a1329206542251d7c7106 | ### SPRINT NDCG@5: 3.62. Result ID: 6a3a5758fbc373592c362fcc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction. ### SPRINT NDCG@5: 3.55. Result ID: 6a3a5758fbc373592c362fc3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec++"}. This record does not assert independent reproduction. ### MOJITO NDCG@5: 2.94. Result ID: 6a3a5758fbc373592c362fbd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec++"}. This record does not assert independent reproduction. ### TPAB NDCG@5: 2.86. Result ID: 6a3a5758fbc373592c362fc7. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction. ### LogDet NDCG@5: 2.82. Result ID: 6a3a5758fbc373592c362fca. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction. ### ReSN NDCG@5: 2.81. Result ID: 6a3a5758fbc373592c362fc2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec++"}. This record does not assert independent reproduction. ### MOJITO NDCG@5: 2.77. Result ID: 6a3a5758fbc373592c362fc6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction. ### LogDet NDCG@5: 2.72. Result ID: 6a3a5758fbc373592c362fc1. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"SASRec++"}. This record does not assert independent reproduction. ### DROS NDCG@5: 2.72. Result ID: 6a3a5758fbc373592c362fc5. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction. ### HSTU NDCG@5: 2.67. Result ID: 6a3a5758fbc373592c362fc4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction. ### D2LR NDCG@5: 2.65. Result ID: 6a3a5758fbc373592c362fc9. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction. ### ReSN NDCG@5: 2.56. Result ID: 6a3a5758fbc373592c362fcb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction. ### R2Rec NDCG@5: 2.55. Result ID: 6a3a5758fbc373592c362fc8. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction. ### R2Rec NDCG@5: 2.52. Result ID: 6a3a5758fbc373592c362fbf. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"SASRec++"}. This record does not assert independent reproduction. ### DROS NDCG@5: 2.51. Result ID: 6a3a5758fbc373592c362fbc. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"SASRec++"}. This record does not assert independent reproduction. ### SASRec++ NDCG@5: 2.48. Result ID: 6a3a5758fbc373592c362fbb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec++"}. This record does not assert independent reproduction. ### D2LR NDCG@5: 2.46. Result ID: 6a3a5758fbc373592c362fc0. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"SASRec++"}. This record does not assert independent reproduction. ### TPAB NDCG@5: 2.2. Result ID: 6a3a5758fbc373592c362fbe. [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.