# Sequential Recommendation on Amazon Fashion Source: [Sequential Recommendation on Amazon Fashion]() Collection index: [llms.txt]() Data updated: 2026-06-11T08:55:52.738Z Evaluation of sequential recommendation performance on the Amazon Fashion dataset, measured using ranking metrics HR@10 and NDCG@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) | Amazon Fashion | | Metric | HR@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 - [HR@10](): Higher is better; unit: PERCENT. - [NDCG@10](): Higher is better; unit: PERCENT. ## Recorded results | Method | HR@10 | Result date | Report paper | | --- | --- | --- | --- | | GenAIR | 61.33 | Not recorded | 6a28f38690966ade919c1ac2 | | LLMEmb | 58.72 | Not recorded | 6a28f38690966ade919c1ac2 | | GenAIR | 57.62 | Not recorded | 6a28f38690966ade919c1ac2 | | Alphafuse | 56.32 | Not recorded | 6a28f38690966ade919c1ac2 | | GenAIR | 55.58 | Not recorded | 6a28f38690966ade919c1ac2 | | LLM-ESR | 55.14 | Not recorded | 6a28f38690966ade919c1ac2 | | LLM-ESR | 54.32 | Not recorded | 6a28f38690966ade919c1ac2 | | LLMEmb | 54.14 | Not recorded | 6a28f38690966ade919c1ac2 | | LLM-ESR | 53.98 | Not recorded | 6a28f38690966ade919c1ac2 | | Alphafuse | 53.46 | Not recorded | 6a28f38690966ade919c1ac2 | | Alphafuse | 52.89 | Not recorded | 6a28f38690966ade919c1ac2 | | LLMEmb | 52.44 | Not recorded | 6a28f38690966ade919c1ac2 | | LLMInit | 51.69 | Not recorded | 6a28f38690966ade919c1ac2 | | RLMRec | 50.13 | Not recorded | 6a28f38690966ade919c1ac2 | | LLMInit | 49.59 | Not recorded | 6a28f38690966ade919c1ac2 | | Base | 49.56 | Not recorded | 6a28f38690966ade919c1ac2 | | CITIES | 49.26 | Not recorded | 6a28f38690966ade919c1ac2 | | CITIES | 49.23 | Not recorded | 6a28f38690966ade919c1ac2 | | MELT | 48.97 | Not recorded | 6a28f38690966ade919c1ac2 | | LLMInit | 48.86 | Not recorded | 6a28f38690966ade919c1ac2 | | MELT | 48.84 | Not recorded | 6a28f38690966ade919c1ac2 | | MELT | 48.75 | Not recorded | 6a28f38690966ade919c1ac2 | | RLMRec | 48.67 | Not recorded | 6a28f38690966ade919c1ac2 | | Base | 47.98 | Not recorded | 6a28f38690966ade919c1ac2 | | CITIES | 47.62 | Not recorded | 6a28f38690966ade919c1ac2 | | RLMRec | 47.34 | Not recorded | 6a28f38690966ade919c1ac2 | | Base | 46.68 | Not recorded | 6a28f38690966ade919c1ac2 | ### GenAIR HR@10: 61.33. Result ID: 6a2a77c9fbc373592c27ba19. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec"}. This record does not assert independent reproduction. ### LLMEmb HR@10: 58.72. Result ID: 6a2a77c9fbc373592c27ba17. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec"}. This record does not assert independent reproduction. ### GenAIR HR@10: 57.62. Result ID: 6a2a77c9fbc373592c27ba07. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GRU4Rec"}. This record does not assert independent reproduction. ### Alphafuse HR@10: 56.32. Result ID: 6a2a77c9fbc373592c27ba18. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec"}. This record does not assert independent reproduction. ### GenAIR HR@10: 55.58. Result ID: 6a2a77c9fbc373592c27ba10. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Bert4Rec"}. This record does not assert independent reproduction. ### LLM-ESR HR@10: 55.14. Result ID: 6a2a77c9fbc373592c27ba04. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GRU4Rec"}. This record does not assert independent reproduction. ### LLM-ESR HR@10: 54.32. Result ID: 6a2a77c9fbc373592c27ba0d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Bert4Rec"}. This record does not assert independent reproduction. ### LLMEmb HR@10: 54.14. Result ID: 6a2a77c9fbc373592c27ba05. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GRU4Rec"}. This record does not assert independent reproduction. ### LLM-ESR HR@10: 53.98. Result ID: 6a2a77c9fbc373592c27ba16. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec"}. This record does not assert independent reproduction. ### Alphafuse HR@10: 53.46. Result ID: 6a2a77c9fbc373592c27ba06. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GRU4Rec"}. This record does not assert independent reproduction. ### Alphafuse HR@10: 52.89. Result ID: 6a2a77c9fbc373592c27ba0f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Bert4Rec"}. This record does not assert independent reproduction. ### LLMEmb HR@10: 52.44. Result ID: 6a2a77c9fbc373592c27ba0e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Bert4Rec"}. This record does not assert independent reproduction. ### LLMInit HR@10: 51.69. Result ID: 6a2a77c9fbc373592c27ba15. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec"}. This record does not assert independent reproduction. ### RLMRec HR@10: 50.13. Result ID: 6a2a77c9fbc373592c27ba14. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec"}. This record does not assert independent reproduction. ### LLMInit HR@10: 49.59. Result ID: 6a2a77c9fbc373592c27ba03. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GRU4Rec"}. This record does not assert independent reproduction. ### Base HR@10: 49.56. Result ID: 6a2a77c9fbc373592c27ba11. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"SASRec"}. This record does not assert independent reproduction. ### CITIES HR@10: 49.26. Result ID: 6a2a77c9fbc373592c27ba09. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Bert4Rec"}. This record does not assert independent reproduction. ### CITIES HR@10: 49.23. Result ID: 6a2a77c9fbc373592c27ba12. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec"}. This record does not assert independent reproduction. ### MELT HR@10: 48.97. Result ID: 6a2a77c9fbc373592c27ba0a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Bert4Rec"}. This record does not assert independent reproduction. ### LLMInit HR@10: 48.86. Result ID: 6a2a77c9fbc373592c27ba0c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Bert4Rec"}. This record does not assert independent reproduction. ### MELT HR@10: 48.84. Result ID: 6a2a77c9fbc373592c27ba01. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GRU4Rec"}. This record does not assert independent reproduction. ### MELT HR@10: 48.75. Result ID: 6a2a77c9fbc373592c27ba13. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec"}. This record does not assert independent reproduction. ### RLMRec HR@10: 48.67. Result ID: 6a2a77c9fbc373592c27ba02. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GRU4Rec"}. This record does not assert independent reproduction. ### Base HR@10: 47.98. Result ID: 6a2a77c9fbc373592c27b9ff. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"GRU4Rec"}. This record does not assert independent reproduction. ### CITIES HR@10: 47.62. Result ID: 6a2a77c9fbc373592c27ba00. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GRU4Rec"}. This record does not assert independent reproduction. ### RLMRec HR@10: 47.34. Result ID: 6a2a77c9fbc373592c27ba0b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Bert4Rec"}. This record does not assert independent reproduction. ### Base HR@10: 46.68. Result ID: 6a2a77c9fbc373592c27ba08. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Bert4Rec"}. This record does not assert independent reproduction. Page 1 of 1. 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