# Sequential Recommendation on ML-1M (NDCG@5, HitRatio@5, Fair-0.8) Source: [Sequential Recommendation on ML-1M (NDCG@5, HitRatio@5, Fair-0.8)]() Collection index: [llms.txt]() Data updated: 2026-06-23T09:52:41.036Z Evaluation of Sequential Recommendation performance on the MovieLens 1 Million (ML-1M) dataset, focusing on ranking metrics (NDCG@5, HitRatio@5) and fairness evaluation (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) | ML-1M | | 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 | 9.25 | Not recorded | 6a3a1329206542251d7c7106 | | SPRINT | 8.71 | Not recorded | 6a3a1329206542251d7c7106 | | LogDet | 8.49 | Not recorded | 6a3a1329206542251d7c7106 | | DROS | 8.3 | Not recorded | 6a3a1329206542251d7c7106 | | D2LR | 8.29 | Not recorded | 6a3a1329206542251d7c7106 | | LogDet | 8.28 | Not recorded | 6a3a1329206542251d7c7106 | | MOJITO | 8.12 | Not recorded | 6a3a1329206542251d7c7106 | | SASRec++ | 8.07 | Not recorded | 6a3a1329206542251d7c7106 | | DROS | 8.02 | Not recorded | 6a3a1329206542251d7c7106 | | TPAB | 7.99 | Not recorded | 6a3a1329206542251d7c7106 | | MOJITO | 7.99 | Not recorded | 6a3a1329206542251d7c7106 | | D2LR | 7.98 | Not recorded | 6a3a1329206542251d7c7106 | | HSTU | 7.84 | Not recorded | 6a3a1329206542251d7c7106 | | R2Rec | 7.71 | Not recorded | 6a3a1329206542251d7c7106 | | TPAB | 7.51 | Not recorded | 6a3a1329206542251d7c7106 | | ReSN | 7.4 | Not recorded | 6a3a1329206542251d7c7106 | | ReSN | 7.39 | Not recorded | 6a3a1329206542251d7c7106 | | R2Rec | 7.05 | Not recorded | 6a3a1329206542251d7c7106 | ### SPRINT NDCG@5: 9.25. Result ID: 6a3a5758fbc373592c362fb1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec++"}. This record does not assert independent reproduction. ### SPRINT NDCG@5: 8.71. Result ID: 6a3a5758fbc373592c362fba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction. ### LogDet NDCG@5: 8.49. Result ID: 6a3a5758fbc373592c362faf. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"SASRec++"}. This record does not assert independent reproduction. ### DROS NDCG@5: 8.3. Result ID: 6a3a5758fbc373592c362faa. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"SASRec++"}. This record does not assert independent reproduction. ### D2LR NDCG@5: 8.29. Result ID: 6a3a5758fbc373592c362fae. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"SASRec++"}. This record does not assert independent reproduction. ### LogDet NDCG@5: 8.28. Result ID: 6a3a5758fbc373592c362fb8. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction. ### MOJITO NDCG@5: 8.12. Result ID: 6a3a5758fbc373592c362fab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec++"}. This record does not assert independent reproduction. ### SASRec++ NDCG@5: 8.07. Result ID: 6a3a5758fbc373592c362fa9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec++"}. This record does not assert independent reproduction. ### DROS NDCG@5: 8.02. Result ID: 6a3a5758fbc373592c362fb3. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction. ### TPAB NDCG@5: 7.99. Result ID: 6a3a5758fbc373592c362fac. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"SASRec++"}. This record does not assert independent reproduction. ### MOJITO NDCG@5: 7.99. Result ID: 6a3a5758fbc373592c362fb4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction. ### D2LR NDCG@5: 7.98. Result ID: 6a3a5758fbc373592c362fb7. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction. ### HSTU NDCG@5: 7.84. Result ID: 6a3a5758fbc373592c362fb2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction. ### R2Rec NDCG@5: 7.71. Result ID: 6a3a5758fbc373592c362fad. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"SASRec++"}. This record does not assert independent reproduction. ### TPAB NDCG@5: 7.51. Result ID: 6a3a5758fbc373592c362fb5. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction. ### ReSN NDCG@5: 7.4. Result ID: 6a3a5758fbc373592c362fb9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction. ### ReSN NDCG@5: 7.39. Result ID: 6a3a5758fbc373592c362fb0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec++"}. This record does not assert independent reproduction. ### R2Rec NDCG@5: 7.05. Result ID: 6a3a5758fbc373592c362fb6. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.