# Sequential Recommendation on Beauty Tail Source: [Sequential Recommendation on Beauty Tail]() Collection index: [llms.txt]() Data updated: 2026-04-07T08:21:01.625Z Evaluation of Sequential Recommendation performance on the Beauty Tail dataset, reporting ranking metrics H@10 and 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 Tail | | Metric | Hit Rate@10 | | Unit | SCALAR | | 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 - [Hit Rate@10](): Higher is better; unit: SCALAR. - [Recall@10](): Higher is better; unit: SCALAR. ## Recorded results | Method | Hit Rate@10 | Result date | Report paper | | --- | --- | --- | --- | | FAERec | 0.0645 | Not recorded | 69d48f657d0172140ec74176 | | FAERec | 0.0633 | Not recorded | 69d48f657d0172140ec74176 | | FAERec | 0.0617 | Not recorded | 69d48f657d0172140ec74176 | | RLMRec-Con | 0.036 | Not recorded | 69d48f657d0172140ec74176 | | RLMRec-Gen | 0.0269 | Not recorded | 69d48f657d0172140ec74176 | | RLMRec-Con | 0.0239 | Not recorded | 69d48f657d0172140ec74176 | | RLMRec-Gen | 0.0122 | Not recorded | 69d48f657d0172140ec74176 | | RLMRec-Con | 0.0117 | Not recorded | 69d48f657d0172140ec74176 | | LOAM | 0.0115 | Not recorded | 69d48f657d0172140ec74176 | | Base | 0.0113 | Not recorded | 69d48f657d0172140ec74176 | | LOAM | 0.011 | Not recorded | 69d48f657d0172140ec74176 | | Base | 0.0108 | Not recorded | 69d48f657d0172140ec74176 | | CITIES | 0.0106 | Not recorded | 69d48f657d0172140ec74176 | | LLMInit | 0.0103 | Not recorded | 69d48f657d0172140ec74176 | | CITIES | 0.0101 | Not recorded | 69d48f657d0172140ec74176 | | RLMRec-Gen | 0.0098 | Not recorded | 69d48f657d0172140ec74176 | | LLMInit | 0.0096 | Not recorded | 69d48f657d0172140ec74176 | | LLMInit | 0.0096 | Not recorded | 69d48f657d0172140ec74176 | | Base | 0.0066 | Not recorded | 69d48f657d0172140ec74176 | | CITIES | 0.0062 | Not recorded | 69d48f657d0172140ec74176 | | LOAM | 0.0057 | Not recorded | 69d48f657d0172140ec74176 | | MELT | 0.0053 | Not recorded | 69d48f657d0172140ec74176 | | LLM-ESR | 0.0051 | Not recorded | 69d48f657d0172140ec74176 | | LLM-ESR | 0.0049 | Not recorded | 69d48f657d0172140ec74176 | | LLM-ESR | 0.0045 | Not recorded | 69d48f657d0172140ec74176 | | MELT | 0.0018 | Not recorded | 69d48f657d0172140ec74176 | | MELT | 0.0001 | Not recorded | 69d48f657d0172140ec74176 | ### FAERec Hit Rate@10: 0.0645. Result ID: 69d4be5047f34ce924bc79ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"FMLP-Rec"}. This record does not assert independent reproduction. ### FAERec Hit Rate@10: 0.0633. Result ID: 69d4be5047f34ce924bc79f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec"}. This record does not assert independent reproduction. ### FAERec Hit Rate@10: 0.0617. Result ID: 69d4be5047f34ce924bc7a08. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LRURec"}. This record does not assert independent reproduction. ### RLMRec-Con Hit Rate@10: 0.036. Result ID: 69d4be5047f34ce924bc79fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"FMLP-Rec"}. This record does not assert independent reproduction. ### RLMRec-Gen Hit Rate@10: 0.0269. Result ID: 69d4be5047f34ce924bc79fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"FMLP-Rec"}. This record does not assert independent reproduction. ### RLMRec-Con Hit Rate@10: 0.0239. Result ID: 69d4be5047f34ce924bc79f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec"}. This record does not assert independent reproduction. ### RLMRec-Gen Hit Rate@10: 0.0122. Result ID: 69d4be5047f34ce924bc79f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec"}. This record does not assert independent reproduction. ### RLMRec-Con Hit Rate@10: 0.0117. Result ID: 69d4be5047f34ce924bc7a04. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LRURec"}. This record does not assert independent reproduction. ### LOAM Hit Rate@10: 0.0115. Result ID: 69d4be5047f34ce924bc79f0. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"SASRec"}. This record does not assert independent reproduction. ### Base Hit Rate@10: 0.0113. Result ID: 69d4be5047f34ce924bc79ee. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"SASRec"}. This record does not assert independent reproduction. ### LOAM Hit Rate@10: 0.011. Result ID: 69d4be5047f34ce924bc7a02. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"LRURec"}. This record does not assert independent reproduction. ### Base Hit Rate@10: 0.0108. Result ID: 69d4be5047f34ce924bc7a00. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"LRURec"}. This record does not assert independent reproduction. ### CITIES Hit Rate@10: 0.0106. Result ID: 69d4be5047f34ce924bc79ef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec"}. This record does not assert independent reproduction. ### LLMInit Hit Rate@10: 0.0103. Result ID: 69d4be5047f34ce924bc79f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec"}. This record does not assert independent reproduction. ### CITIES Hit Rate@10: 0.0101. Result ID: 69d4be5047f34ce924bc7a01. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LRURec"}. This record does not assert independent reproduction. ### RLMRec-Gen Hit Rate@10: 0.0098. Result ID: 69d4be5047f34ce924bc7a05. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LRURec"}. This record does not assert independent reproduction. ### LLMInit Hit Rate@10: 0.0096. Result ID: 69d4be5047f34ce924bc79fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"FMLP-Rec"}. This record does not assert independent reproduction. ### LLMInit Hit Rate@10: 0.0096. Result ID: 69d4be5047f34ce924bc7a06. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LRURec"}. This record does not assert independent reproduction. ### Base Hit Rate@10: 0.0066. Result ID: 69d4be5047f34ce924bc79f7. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"FMLP-Rec"}. This record does not assert independent reproduction. ### CITIES Hit Rate@10: 0.0062. Result ID: 69d4be5047f34ce924bc79f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"FMLP-Rec"}. This record does not assert independent reproduction. ### LOAM Hit Rate@10: 0.0057. Result ID: 69d4be5047f34ce924bc79f9. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"FMLP-Rec"}. This record does not assert independent reproduction. ### MELT Hit Rate@10: 0.0053. Result ID: 69d4be5047f34ce924bc79fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"FMLP-Rec"}. This record does not assert independent reproduction. ### LLM-ESR Hit Rate@10: 0.0051. Result ID: 69d4be5047f34ce924bc79fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"FMLP-Rec"}. This record does not assert independent reproduction. ### LLM-ESR Hit Rate@10: 0.0049. Result ID: 69d4be5047f34ce924bc79f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec"}. This record does not assert independent reproduction. ### LLM-ESR Hit Rate@10: 0.0045. Result ID: 69d4be5047f34ce924bc7a07. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LRURec"}. This record does not assert independent reproduction. ### MELT Hit Rate@10: 0.0018. Result ID: 69d4be5047f34ce924bc7a03. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LRURec"}. This record does not assert independent reproduction. ### MELT Hit Rate@10: 0.0001. Result ID: 69d4be5047f34ce924bc79f1. [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.