# Sequential Recommendation on Yelp (HR@10, NDCG@10) Source: [Sequential Recommendation on Yelp (HR@10, NDCG@10)]() Collection index: [llms.txt]() Data updated: 2026-06-11T08:55:52.694Z Evaluation of sequential recommendation performance on the Yelp dataset, measured using Hit Rate (HR) and Normalized Discounted Cumulative Gain (NDCG) at cutoff 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) | Yelp | | 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 | 69.12 | Not recorded | 6a28f38690966ade919c1ac2 | | GenAIR | 67.97 | Not recorded | 6a28f38690966ade919c1ac2 | | Alphafuse | 66.58 | Not recorded | 6a28f38690966ade919c1ac2 | | Alphafuse | 65.65 | Not recorded | 6a28f38690966ade919c1ac2 | | LLMEmb | 64.88 | Not recorded | 6a28f38690966ade919c1ac2 | | LLMInit | 63.02 | Not recorded | 6a28f38690966ade919c1ac2 | | MELT | 62.57 | Not recorded | 6a28f38690966ade919c1ac2 | | MELT | 62.06 | Not recorded | 6a28f38690966ade919c1ac2 | | LLMEmb | 61.81 | Not recorded | 6a28f38690966ade919c1ac2 | | Base | 59.4 | Not recorded | 6a28f38690966ade919c1ac2 | | LLM-ESR | 59.35 | Not recorded | 6a28f38690966ade919c1ac2 | | RLMRec | 59.29 | Not recorded | 6a28f38690966ade919c1ac2 | | LLM-ESR | 58.86 | Not recorded | 6a28f38690966ade919c1ac2 | | CITIES | 58.28 | Not recorded | 6a28f38690966ade919c1ac2 | | GenAIR | 57.75 | Not recorded | 6a28f38690966ade919c1ac2 | | Alphafuse | 56.36 | Not recorded | 6a28f38690966ade919c1ac2 | | LLM-ESR | 55.92 | Not recorded | 6a28f38690966ade919c1ac2 | | LLMEmb | 55.92 | Not recorded | 6a28f38690966ade919c1ac2 | | LLMInit | 55.18 | Not recorded | 6a28f38690966ade919c1ac2 | | RLMRec | 53.56 | Not recorded | 6a28f38690966ade919c1ac2 | | LLMInit | 53.23 | Not recorded | 6a28f38690966ade919c1ac2 | | Base | 53.07 | Not recorded | 6a28f38690966ade919c1ac2 | | CITIES | 52.49 | Not recorded | 6a28f38690966ade919c1ac2 | | MELT | 49.85 | Not recorded | 6a28f38690966ade919c1ac2 | | CITIES | 48.98 | Not recorded | 6a28f38690966ade919c1ac2 | | Base | 48.79 | Not recorded | 6a28f38690966ade919c1ac2 | | RLMRec | 48.24 | Not recorded | 6a28f38690966ade919c1ac2 | ### GenAIR HR@10: 69.12. Result ID: 6a2a77c9fbc373592c27b9da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Bert4Rec"}. This record does not assert independent reproduction. ### GenAIR HR@10: 67.97. Result ID: 6a2a77c9fbc373592c27b9e3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec"}. This record does not assert independent reproduction. ### Alphafuse HR@10: 66.58. Result ID: 6a2a77c9fbc373592c27b9e2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec"}. This record does not assert independent reproduction. ### Alphafuse HR@10: 65.65. Result ID: 6a2a77c9fbc373592c27b9d9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Bert4Rec"}. This record does not assert independent reproduction. ### LLMEmb HR@10: 64.88. Result ID: 6a2a77c9fbc373592c27b9e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec"}. This record does not assert independent reproduction. ### LLMInit HR@10: 63.02. Result ID: 6a2a77c9fbc373592c27b9df. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec"}. This record does not assert independent reproduction. ### MELT HR@10: 62.57. Result ID: 6a2a77c9fbc373592c27b9dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec"}. This record does not assert independent reproduction. ### MELT HR@10: 62.06. Result ID: 6a2a77c9fbc373592c27b9d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Bert4Rec"}. This record does not assert independent reproduction. ### LLMEmb HR@10: 61.81. Result ID: 6a2a77c9fbc373592c27b9d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Bert4Rec"}. This record does not assert independent reproduction. ### Base HR@10: 59.4. Result ID: 6a2a77c9fbc373592c27b9db. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"SASRec"}. This record does not assert independent reproduction. ### LLM-ESR HR@10: 59.35. Result ID: 6a2a77c9fbc373592c27b9e0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec"}. This record does not assert independent reproduction. ### RLMRec HR@10: 59.29. Result ID: 6a2a77c9fbc373592c27b9de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec"}. This record does not assert independent reproduction. ### LLM-ESR HR@10: 58.86. Result ID: 6a2a77c9fbc373592c27b9d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Bert4Rec"}. This record does not assert independent reproduction. ### CITIES HR@10: 58.28. Result ID: 6a2a77c9fbc373592c27b9dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"SASRec"}. This record does not assert independent reproduction. ### GenAIR HR@10: 57.75. Result ID: 6a2a77c9fbc373592c27b9d1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GRU4Rec"}. This record does not assert independent reproduction. ### Alphafuse HR@10: 56.36. Result ID: 6a2a77c9fbc373592c27b9d0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GRU4Rec"}. This record does not assert independent reproduction. ### LLM-ESR HR@10: 55.92. Result ID: 6a2a77c9fbc373592c27b9ce. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GRU4Rec"}. This record does not assert independent reproduction. ### LLMEmb HR@10: 55.92. Result ID: 6a2a77c9fbc373592c27b9cf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GRU4Rec"}. This record does not assert independent reproduction. ### LLMInit HR@10: 55.18. Result ID: 6a2a77c9fbc373592c27b9d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Bert4Rec"}. This record does not assert independent reproduction. ### RLMRec HR@10: 53.56. Result ID: 6a2a77c9fbc373592c27b9d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Bert4Rec"}. This record does not assert independent reproduction. ### LLMInit HR@10: 53.23. Result ID: 6a2a77c9fbc373592c27b9cd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GRU4Rec"}. This record does not assert independent reproduction. ### Base HR@10: 53.07. Result ID: 6a2a77c9fbc373592c27b9d2. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"Bert4Rec"}. This record does not assert independent reproduction. ### CITIES HR@10: 52.49. Result ID: 6a2a77c9fbc373592c27b9d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"Bert4Rec"}. This record does not assert independent reproduction. ### MELT HR@10: 49.85. Result ID: 6a2a77c9fbc373592c27b9cb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GRU4Rec"}. This record does not assert independent reproduction. ### CITIES HR@10: 48.98. Result ID: 6a2a77c9fbc373592c27b9ca. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GRU4Rec"}. This record does not assert independent reproduction. ### Base HR@10: 48.79. Result ID: 6a2a77c9fbc373592c27b9c9. [Reporting paper]() Recorded evaluation configuration: {"Backbone":"GRU4Rec"}. This record does not assert independent reproduction. ### RLMRec HR@10: 48.24. Result ID: 6a2a77c9fbc373592c27b9cc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"GRU4Rec"}. 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