# Sequential Recommendation on Toy (NDCG@10, HitRatio@10, Fair-0.8) Source: [Sequential Recommendation on Toy (NDCG@10, HitRatio@10, Fair-0.8)]() Collection index: [llms.txt]() Data updated: 2026-06-23T09:52:40.908Z Evaluation of Sequential Recommendation performance on the Toy dataset, reporting ranking metrics NDCG@10, HitRatio@10, 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@10 | | 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@10](): Higher is better; unit: PERCENT. - [HitRatio@10](): Higher is better; unit: PERCENT. - [Fairness (Fair-0.8)](): Higher is better; unit: PERCENT. ## Recorded results | Method | NDCG@10 | Result date | Report paper | | --- | --- | --- | --- | | SPRINT | 4.85 | Not recorded | 6a3a1329206542251d7c7106 | | SPRINT | 4.82 | Not recorded | 6a3a1329206542251d7c7106 | | MOJITO | 4.2 | Not recorded | 6a3a1329206542251d7c7106 | | ReSN | 4.09 | Not recorded | 6a3a1329206542251d7c7106 | | LogDet | 3.99 | Not recorded | 6a3a1329206542251d7c7106 | | SASRec | 3.92 | Not recorded | 6a3a1329206542251d7c7106 | | LogDet | 3.87 | Not recorded | 6a3a1329206542251d7c7106 | | R2Rec | 3.82 | Not recorded | 6a3a1329206542251d7c7106 | | HSTU | 3.79 | Not recorded | 6a3a1329206542251d7c7106 | | D2LR | 3.78 | Not recorded | 6a3a1329206542251d7c7106 | | DROS | 3.75 | Not recorded | 6a3a1329206542251d7c7106 | | R2Rec | 3.68 | Not recorded | 6a3a1329206542251d7c7106 | | MOJITO | 3.67 | Not recorded | 6a3a1329206542251d7c7106 | | D2LR | 3.59 | Not recorded | 6a3a1329206542251d7c7106 | | TPAB | 3.55 | Not recorded | 6a3a1329206542251d7c7106 | | DROS | 3.51 | Not recorded | 6a3a1329206542251d7c7106 | | ReSN | 3.46 | Not recorded | 6a3a1329206542251d7c7106 | | TPAB | 2.91 | Not recorded | 6a3a1329206542251d7c7106 | ### SPRINT NDCG@10: 4.85. Result ID: 6a3a5758fbc373592c362f69. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec++"}. This record does not assert independent reproduction. ### SPRINT NDCG@10: 4.82. Result ID: 6a3a5758fbc373592c362f72. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction. ### MOJITO NDCG@10: 4.2. Result ID: 6a3a5758fbc373592c362f63. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec++"}. This record does not assert independent reproduction. ### ReSN NDCG@10: 4.09. Result ID: 6a3a5758fbc373592c362f68. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec++"}. This record does not assert independent reproduction. ### LogDet NDCG@10: 3.99. Result ID: 6a3a5758fbc373592c362f67. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"SASRec++"}. This record does not assert independent reproduction. ### SASRec NDCG@10: 3.92. Result ID: 6a3a5758fbc373592c362f61. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec++"}. This record does not assert independent reproduction. ### LogDet NDCG@10: 3.87. Result ID: 6a3a5758fbc373592c362f70. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction. ### R2Rec NDCG@10: 3.82. Result ID: 6a3a5758fbc373592c362f6e. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction. ### HSTU NDCG@10: 3.79. Result ID: 6a3a5758fbc373592c362f6a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction. ### D2LR NDCG@10: 3.78. Result ID: 6a3a5758fbc373592c362f6f. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction. ### DROS NDCG@10: 3.75. Result ID: 6a3a5758fbc373592c362f6b. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction. ### R2Rec NDCG@10: 3.68. Result ID: 6a3a5758fbc373592c362f65. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"SASRec++"}. This record does not assert independent reproduction. ### MOJITO NDCG@10: 3.67. Result ID: 6a3a5758fbc373592c362f6c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction. ### D2LR NDCG@10: 3.59. Result ID: 6a3a5758fbc373592c362f66. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"SASRec++"}. This record does not assert independent reproduction. ### TPAB NDCG@10: 3.55. Result ID: 6a3a5758fbc373592c362f6d. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction. ### DROS NDCG@10: 3.51. Result ID: 6a3a5758fbc373592c362f62. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"SASRec++"}. This record does not assert independent reproduction. ### ReSN NDCG@10: 3.46. Result ID: 6a3a5758fbc373592c362f71. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"HSTU"}. This record does not assert independent reproduction. ### TPAB NDCG@10: 2.91. Result ID: 6a3a5758fbc373592c362f64. [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.