# Sequential Recommendation on Book (K=5 Metrics) Source: [Sequential Recommendation on Book (K=5 Metrics)]() Collection index: [llms.txt]() Data updated: 2026-06-23T09:52:41.202Z Evaluation of Sequential Recommendation performance on the Book dataset, measured using ranking metrics NDCG@5, HitRatio@5, and 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) | Book | | 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. - [Fairness Metric (Threshold 0.8)](): Higher is better; unit: PERCENT. ## Recorded results | Method | NDCG@5 | Result date | Report paper | | --- | --- | --- | --- | | SPRINT | 3.47 | Not recorded | 6a3a1329206542251d7c7106 | | SPRINT | 3.46 | Not recorded | 6a3a1329206542251d7c7106 | | D2LR | 2.94 | Not recorded | 6a3a1329206542251d7c7106 | | LogDet | 2.94 | Not recorded | 6a3a1329206542251d7c7106 | | TPAB | 2.9 | Not recorded | 6a3a1329206542251d7c7106 | | MOJITO | 2.82 | Not recorded | 6a3a1329206542251d7c7106 | | ReSN | 2.78 | Not recorded | 6a3a1329206542251d7c7106 | | MOJITO | 2.76 | Not recorded | 6a3a1329206542251d7c7106 | | DROS | 2.76 | Not recorded | 6a3a1329206542251d7c7106 | | R2Rec | 2.72 | Not recorded | 6a3a1329206542251d7c7106 | | HSTU | 2.69 | Not recorded | 6a3a1329206542251d7c7106 | | R2Rec | 2.64 | Not recorded | 6a3a1329206542251d7c7106 | | TPAB | 2.52 | Not recorded | 6a3a1329206542251d7c7106 | | LogDet | 2.49 | Not recorded | 6a3a1329206542251d7c7106 | | D2LR | 2.45 | Not recorded | 6a3a1329206542251d7c7106 | | SASRec++ | 2.29 | Not recorded | 6a3a1329206542251d7c7106 | | ReSN | 2.29 | Not recorded | 6a3a1329206542251d7c7106 | | DROS | 2.28 | Not recorded | 6a3a1329206542251d7c7106 | ### SPRINT NDCG@5: 3.47. Result ID: 6a3a5758fbc373592c362ff9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec++"}. This record does not assert independent reproduction. ### SPRINT NDCG@5: 3.46. Result ID: 6a3a5758fbc373592c363002. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction. ### D2LR NDCG@5: 2.94. Result ID: 6a3a5758fbc373592c362fff. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction. ### LogDet NDCG@5: 2.94. Result ID: 6a3a5758fbc373592c363000. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction. ### TPAB NDCG@5: 2.9. Result ID: 6a3a5758fbc373592c362ffd. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction. ### MOJITO NDCG@5: 2.82. Result ID: 6a3a5758fbc373592c362ffc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction. ### ReSN NDCG@5: 2.78. Result ID: 6a3a5758fbc373592c362ff8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec++"}. This record does not assert independent reproduction. ### MOJITO NDCG@5: 2.76. Result ID: 6a3a5758fbc373592c362ff3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec++"}. This record does not assert independent reproduction. ### DROS NDCG@5: 2.76. Result ID: 6a3a5758fbc373592c362ffb. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction. ### R2Rec NDCG@5: 2.72. Result ID: 6a3a5758fbc373592c362ffe. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction. ### HSTU NDCG@5: 2.69. Result ID: 6a3a5758fbc373592c362ffa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction. ### R2Rec NDCG@5: 2.64. Result ID: 6a3a5758fbc373592c362ff5. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"SASRec++"}. This record does not assert independent reproduction. ### TPAB NDCG@5: 2.52. Result ID: 6a3a5758fbc373592c362ff4. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"SASRec++"}. This record does not assert independent reproduction. ### LogDet NDCG@5: 2.49. Result ID: 6a3a5758fbc373592c362ff7. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"SASRec++"}. This record does not assert independent reproduction. ### D2LR NDCG@5: 2.45. Result ID: 6a3a5758fbc373592c362ff6. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"SASRec++"}. This record does not assert independent reproduction. ### SASRec++ NDCG@5: 2.29. Result ID: 6a3a5758fbc373592c362ff1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec++"}. This record does not assert independent reproduction. ### ReSN NDCG@5: 2.29. Result ID: 6a3a5758fbc373592c363001. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction. ### DROS NDCG@5: 2.28. Result ID: 6a3a5758fbc373592c362ff2. [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.