# Sequential Recommendation on Beauty (H@10, N@10) Source: [Sequential Recommendation on Beauty (H@10, N@10)]() Collection index: [llms.txt]() Data updated: 2026-04-07T08:21:01.581Z Evaluation of Sequential Recommendation performance on the Beauty dataset, focusing on ranking metrics Hit Rate at 10 (H@10) and N metric at 10 (N@10). 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 Overall | | Metric | H@10 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 27 of 27 | | 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 - [H@10](): Higher is better; unit: PERCENT. - [N@10](): Higher is better; unit: PERCENT. ## Recorded results | Method | H@10 | Result date | Report paper | | --- | --- | --- | --- | | FAERec | 6.44 | Not recorded | 69d48f657d0172140ec74176 | | FAERec | 6.42 | Not recorded | 69d48f657d0172140ec74176 | | FAERec | 6.22 | Not recorded | 69d48f657d0172140ec74176 | | RLMRec-Gen | 5.33 | Not recorded | 69d48f657d0172140ec74176 | | RLMRec-Con | 5.21 | Not recorded | 69d48f657d0172140ec74176 | | RLMRec-Con | 4.58 | Not recorded | 69d48f657d0172140ec74176 | | RLMRec-Gen | 4.39 | Not recorded | 69d48f657d0172140ec74176 | | RLMRec-Gen | 4.18 | Not recorded | 69d48f657d0172140ec74176 | | LLMInit | 3.83 | Not recorded | 69d48f657d0172140ec74176 | | LLMInit | 3.83 | Not recorded | 69d48f657d0172140ec74176 | | LLMInit | 3.77 | Not recorded | 69d48f657d0172140ec74176 | | RLMRec-Con | 3.72 | Not recorded | 69d48f657d0172140ec74176 | | Base | 3.49 | Not recorded | 69d48f657d0172140ec74176 | | Base | 3.31 | Not recorded | 69d48f657d0172140ec74176 | | CITIES | 3.3 | Not recorded | 69d48f657d0172140ec74176 | | CITIES | 3.05 | Not recorded | 69d48f657d0172140ec74176 | | LOAM | 3.02 | Not recorded | 69d48f657d0172140ec74176 | | LOAM | 3 | Not recorded | 69d48f657d0172140ec74176 | | Base | 2.77 | Not recorded | 69d48f657d0172140ec74176 | | LLM-ESR | 2.77 | Not recorded | 69d48f657d0172140ec74176 | | LLM-ESR | 2.69 | Not recorded | 69d48f657d0172140ec74176 | | MELT | 2.68 | Not recorded | 69d48f657d0172140ec74176 | | MELT | 2.42 | Not recorded | 69d48f657d0172140ec74176 | | CITIES | 2.38 | Not recorded | 69d48f657d0172140ec74176 | | LOAM | 2.25 | Not recorded | 69d48f657d0172140ec74176 | | LLM-ESR | 2.24 | Not recorded | 69d48f657d0172140ec74176 | | MELT | 1.78 | Not recorded | 69d48f657d0172140ec74176 | ### FAERec H@10: 6.44. Result ID: 69d4be5047f34ce924bc79ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LRURec"}. This record does not assert independent reproduction. ### FAERec H@10: 6.42. Result ID: 69d4be5047f34ce924bc79db. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec"}. This record does not assert independent reproduction. ### FAERec H@10: 6.22. Result ID: 69d4be5047f34ce924bc79e4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"FMLP-Rec"}. This record does not assert independent reproduction. ### RLMRec-Gen H@10: 5.33. Result ID: 69d4be5047f34ce924bc79e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"FMLP-Rec"}. This record does not assert independent reproduction. ### RLMRec-Con H@10: 5.21. Result ID: 69d4be5047f34ce924bc79d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec"}. This record does not assert independent reproduction. ### RLMRec-Con H@10: 4.58. Result ID: 69d4be5047f34ce924bc79e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"FMLP-Rec"}. This record does not assert independent reproduction. ### RLMRec-Gen H@10: 4.39. Result ID: 69d4be5047f34ce924bc79d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec"}. This record does not assert independent reproduction. ### RLMRec-Gen H@10: 4.18. Result ID: 69d4be5047f34ce924bc79ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LRURec"}. This record does not assert independent reproduction. ### LLMInit H@10: 3.83. Result ID: 69d4be5047f34ce924bc79e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"FMLP-Rec"}. This record does not assert independent reproduction. ### LLMInit H@10: 3.83. Result ID: 69d4be5047f34ce924bc79eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LRURec"}. This record does not assert independent reproduction. ### LLMInit H@10: 3.77. Result ID: 69d4be5047f34ce924bc79d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec"}. This record does not assert independent reproduction. ### RLMRec-Con H@10: 3.72. Result ID: 69d4be5047f34ce924bc79e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LRURec"}. This record does not assert independent reproduction. ### Base H@10: 3.49. Result ID: 69d4be5047f34ce924bc79e5. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"LRURec"}. This record does not assert independent reproduction. ### Base H@10: 3.31. Result ID: 69d4be5047f34ce924bc79d3. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"SASRec"}. This record does not assert independent reproduction. ### CITIES H@10: 3.3. Result ID: 69d4be5047f34ce924bc79e6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LRURec"}. This record does not assert independent reproduction. ### CITIES H@10: 3.05. Result ID: 69d4be5047f34ce924bc79d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec"}. This record does not assert independent reproduction. ### LOAM H@10: 3.02. Result ID: 69d4be5047f34ce924bc79e7. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"LRURec"}. This record does not assert independent reproduction. ### LOAM H@10: 3. Result ID: 69d4be5047f34ce924bc79d5. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"SASRec"}. This record does not assert independent reproduction. ### Base H@10: 2.77. Result ID: 69d4be5047f34ce924bc79dc. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"FMLP-Rec"}. This record does not assert independent reproduction. ### LLM-ESR H@10: 2.77. Result ID: 69d4be5047f34ce924bc79ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LRURec"}. This record does not assert independent reproduction. ### LLM-ESR H@10: 2.69. Result ID: 69d4be5047f34ce924bc79da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec"}. This record does not assert independent reproduction. ### MELT H@10: 2.68. Result ID: 69d4be5047f34ce924bc79df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"FMLP-Rec"}. This record does not assert independent reproduction. ### MELT H@10: 2.42. Result ID: 69d4be5047f34ce924bc79e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LRURec"}. This record does not assert independent reproduction. ### CITIES H@10: 2.38. Result ID: 69d4be5047f34ce924bc79dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"FMLP-Rec"}. This record does not assert independent reproduction. ### LOAM H@10: 2.25. Result ID: 69d4be5047f34ce924bc79de. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"FMLP-Rec"}. This record does not assert independent reproduction. ### LLM-ESR H@10: 2.24. Result ID: 69d4be5047f34ce924bc79e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"FMLP-Rec"}. This record does not assert independent reproduction. ### MELT H@10: 1.78. Result ID: 69d4be5047f34ce924bc79d6. [Reporting paper]() [Method origin 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.