# Sequential Recommendation on Grocery Overall Source: [Sequential Recommendation on Grocery Overall]() Collection index: [llms.txt]() Data updated: 2026-04-07T08:21:01.660Z Evaluation of Sequential Recommendation performance on the Grocery Overall dataset, measured using Hit Rate at 10 (H@10) and Normalized Discounted Cumulative Gain 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) | Grocery Overall | | Metric | Hit Rate@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 - [Hit Rate@10](): Higher is better; unit: PERCENT. - [NDCG@10](): Higher is better; unit: PERCENT. ## Recorded results | Method | Hit Rate@10 | Result date | Report paper | | --- | --- | --- | --- | | FAERec | 7.76 | Not recorded | 69d48f657d0172140ec74176 | | FAERec | 7.59 | Not recorded | 69d48f657d0172140ec74176 | | FAERec | 7.49 | Not recorded | 69d48f657d0172140ec74176 | | RLMRec-Con | 6.07 | Not recorded | 69d48f657d0172140ec74176 | | RLMRec-Con | 6.02 | Not recorded | 69d48f657d0172140ec74176 | | RLMRec-Con | 5.85 | Not recorded | 69d48f657d0172140ec74176 | | RLMRec-Gen | 5.5 | Not recorded | 69d48f657d0172140ec74176 | | RLMRec-Gen | 4.71 | Not recorded | 69d48f657d0172140ec74176 | | RLMRec-Gen | 4.58 | Not recorded | 69d48f657d0172140ec74176 | | LLMInit | 4.51 | Not recorded | 69d48f657d0172140ec74176 | | LLMInit | 4.34 | Not recorded | 69d48f657d0172140ec74176 | | LLMInit | 4.06 | Not recorded | 69d48f657d0172140ec74176 | | Base | 3.51 | Not recorded | 69d48f657d0172140ec74176 | | CITIES | 3.35 | Not recorded | 69d48f657d0172140ec74176 | | LLM-ESR | 3.33 | Not recorded | 69d48f657d0172140ec74176 | | Base | 3.32 | Not recorded | 69d48f657d0172140ec74176 | | LLM-ESR | 2.98 | Not recorded | 69d48f657d0172140ec74176 | | LOAM | 2.96 | Not recorded | 69d48f657d0172140ec74176 | | CITIES | 2.86 | Not recorded | 69d48f657d0172140ec74176 | | LOAM | 2.85 | Not recorded | 69d48f657d0172140ec74176 | | Base | 2.85 | Not recorded | 69d48f657d0172140ec74176 | | LLM-ESR | 2.74 | Not recorded | 69d48f657d0172140ec74176 | | CITIES | 2.52 | Not recorded | 69d48f657d0172140ec74176 | | MELT | 2.51 | Not recorded | 69d48f657d0172140ec74176 | | MELT | 2.42 | Not recorded | 69d48f657d0172140ec74176 | | LOAM | 2.21 | Not recorded | 69d48f657d0172140ec74176 | | MELT | 2.08 | Not recorded | 69d48f657d0172140ec74176 | ### FAERec Hit Rate@10: 7.76. Result ID: 69d4be5047f34ce924bc7a11. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec"}. This record does not assert independent reproduction. ### FAERec Hit Rate@10: 7.59. Result ID: 69d4be5047f34ce924bc7a23. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LRURec"}. This record does not assert independent reproduction. ### FAERec Hit Rate@10: 7.49. Result ID: 69d4be5047f34ce924bc7a1a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"FMLP-Rec"}. This record does not assert independent reproduction. ### RLMRec-Con Hit Rate@10: 6.07. Result ID: 69d4be5047f34ce924bc7a0d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec"}. This record does not assert independent reproduction. ### RLMRec-Con Hit Rate@10: 6.02. Result ID: 69d4be5047f34ce924bc7a1f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LRURec"}. This record does not assert independent reproduction. ### RLMRec-Con Hit Rate@10: 5.85. Result ID: 69d4be5047f34ce924bc7a16. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"FMLP-Rec"}. This record does not assert independent reproduction. ### RLMRec-Gen Hit Rate@10: 5.5. Result ID: 69d4be5047f34ce924bc7a17. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"FMLP-Rec"}. This record does not assert independent reproduction. ### RLMRec-Gen Hit Rate@10: 4.71. Result ID: 69d4be5047f34ce924bc7a0e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec"}. This record does not assert independent reproduction. ### RLMRec-Gen Hit Rate@10: 4.58. Result ID: 69d4be5047f34ce924bc7a20. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LRURec"}. This record does not assert independent reproduction. ### LLMInit Hit Rate@10: 4.51. Result ID: 69d4be5047f34ce924bc7a21. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LRURec"}. This record does not assert independent reproduction. ### LLMInit Hit Rate@10: 4.34. Result ID: 69d4be5047f34ce924bc7a0f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec"}. This record does not assert independent reproduction. ### LLMInit Hit Rate@10: 4.06. Result ID: 69d4be5047f34ce924bc7a18. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"FMLP-Rec"}. This record does not assert independent reproduction. ### Base Hit Rate@10: 3.51. Result ID: 69d4be5047f34ce924bc7a1b. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"LRURec"}. This record does not assert independent reproduction. ### CITIES Hit Rate@10: 3.35. Result ID: 69d4be5047f34ce924bc7a1c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LRURec"}. This record does not assert independent reproduction. ### LLM-ESR Hit Rate@10: 3.33. Result ID: 69d4be5047f34ce924bc7a22. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LRURec"}. This record does not assert independent reproduction. ### Base Hit Rate@10: 3.32. Result ID: 69d4be5047f34ce924bc7a09. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"SASRec"}. This record does not assert independent reproduction. ### LLM-ESR Hit Rate@10: 2.98. Result ID: 69d4be5047f34ce924bc7a10. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec"}. This record does not assert independent reproduction. ### LOAM Hit Rate@10: 2.96. Result ID: 69d4be5047f34ce924bc7a1d. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"LRURec"}. This record does not assert independent reproduction. ### CITIES Hit Rate@10: 2.86. Result ID: 69d4be5047f34ce924bc7a0a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec"}. This record does not assert independent reproduction. ### LOAM Hit Rate@10: 2.85. Result ID: 69d4be5047f34ce924bc7a0b. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"SASRec"}. This record does not assert independent reproduction. ### Base Hit Rate@10: 2.85. Result ID: 69d4be5047f34ce924bc7a12. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"FMLP-Rec"}. This record does not assert independent reproduction. ### LLM-ESR Hit Rate@10: 2.74. Result ID: 69d4be5047f34ce924bc7a19. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"FMLP-Rec"}. This record does not assert independent reproduction. ### CITIES Hit Rate@10: 2.52. Result ID: 69d4be5047f34ce924bc7a13. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"FMLP-Rec"}. This record does not assert independent reproduction. ### MELT Hit Rate@10: 2.51. Result ID: 69d4be5047f34ce924bc7a1e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"LRURec"}. This record does not assert independent reproduction. ### MELT Hit Rate@10: 2.42. Result ID: 69d4be5047f34ce924bc7a15. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"FMLP-Rec"}. This record does not assert independent reproduction. ### LOAM Hit Rate@10: 2.21. Result ID: 69d4be5047f34ce924bc7a14. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"FMLP-Rec"}. This record does not assert independent reproduction. ### MELT Hit Rate@10: 2.08. Result ID: 69d4be5047f34ce924bc7a0c. [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.