# Top-k Recommendation on Yelp 2018 Source: [Top-k Recommendation on Yelp 2018]() Collection index: [llms.txt]() Data updated: 2026-04-13T07:29:52.617Z Evaluation of the convergence speed for Top-k Recommendation models trained on the Yelp 2018 dataset, specifically tracking the number of epochs required for convergence. 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 | Top-k Recommendation | | Dataset (including any stated split) | Yelp 2018 | | Metric | Convergence Epochs | | Unit | SCALAR | | Direction | Lower is better | | Results loaded | 15 of 15 | | 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 - [Convergence Epochs](): Lower is better; unit: SCALAR. ## Recorded results | Method | Convergence Epochs | Result date | Report paper | | --- | --- | --- | --- | | DITaR | 5 | Not recorded | 69dc78877d0172140ec78a7b | | DITaR | 5 | Not recorded | 69dc78877d0172140ec78a7b | | DITaR | 5 | Not recorded | 69dc78877d0172140ec78a7b | | UltraRE | 43 | Not recorded | 69dc78877d0172140ec78a7b | | UltraRE | 50 | Not recorded | 69dc78877d0172140ec78a7b | | RecEraser | 55 | Not recorded | 69dc78877d0172140ec78a7b | | UltraRE | 55 | Not recorded | 69dc78877d0172140ec78a7b | | RecEraser | 57 | Not recorded | 69dc78877d0172140ec78a7b | | RecEraser | 60 | Not recorded | 69dc78877d0172140ec78a7b | | SISA | 81 | Not recorded | 69dc78877d0172140ec78a7b | | SISA | 119 | Not recorded | 69dc78877d0172140ec78a7b | | SISA | 120 | Not recorded | 69dc78877d0172140ec78a7b | | Retrain | 135 | Not recorded | 69dc78877d0172140ec78a7b | | Retrain | 145 | Not recorded | 69dc78877d0172140ec78a7b | | Retrain | 180 | Not recorded | 69dc78877d0172140ec78a7b | ### DITaR Convergence Epochs: 5. Result ID: 69dc9b6347f34ce924c340dc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SASRec","user ratio":"0.3","intensity":"0.3"}. This record does not assert independent reproduction. ### DITaR Convergence Epochs: 5. Result ID: 69dc9b6347f34ce924c340dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GRU4Rec","user ratio":"0.3","intensity":"0.3"}. This record does not assert independent reproduction. ### DITaR Convergence Epochs: 5. Result ID: 69dc9b6347f34ce924c340de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Bert4Rec","user ratio":"0.3","intensity":"0.3"}. This record does not assert independent reproduction. ### UltraRE Convergence Epochs: 43. Result ID: 69dc9b6347f34ce924c340d9. [Reporting paper]() Recorded evaluation configuration: {"Model":"SASRec","user ratio":"0.3","intensity":"0.3"}. This record does not assert independent reproduction. ### UltraRE Convergence Epochs: 50. Result ID: 69dc9b6347f34ce924c340db. [Reporting paper]() Recorded evaluation configuration: {"Model":"Bert4Rec","user ratio":"0.3","intensity":"0.3"}. This record does not assert independent reproduction. ### RecEraser Convergence Epochs: 55. Result ID: 69dc9b6347f34ce924c340d6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SASRec","user ratio":"0.3","intensity":"0.3"}. This record does not assert independent reproduction. ### UltraRE Convergence Epochs: 55. Result ID: 69dc9b6347f34ce924c340da. [Reporting paper]() Recorded evaluation configuration: {"Model":"GRU4Rec","user ratio":"0.3","intensity":"0.3"}. This record does not assert independent reproduction. ### RecEraser Convergence Epochs: 57. Result ID: 69dc9b6347f34ce924c340d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GRU4Rec","user ratio":"0.3","intensity":"0.3"}. This record does not assert independent reproduction. ### RecEraser Convergence Epochs: 60. Result ID: 69dc9b6347f34ce924c340d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Bert4Rec","user ratio":"0.3","intensity":"0.3"}. This record does not assert independent reproduction. ### SISA Convergence Epochs: 81. Result ID: 69dc9b6347f34ce924c340d4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"GRU4Rec","user ratio":"0.3","intensity":"0.3"}. This record does not assert independent reproduction. ### SISA Convergence Epochs: 119. Result ID: 69dc9b6347f34ce924c340d3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"SASRec","user ratio":"0.3","intensity":"0.3"}. This record does not assert independent reproduction. ### SISA Convergence Epochs: 120. Result ID: 69dc9b6347f34ce924c340d5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Bert4Rec","user ratio":"0.3","intensity":"0.3"}. This record does not assert independent reproduction. ### Retrain Convergence Epochs: 135. Result ID: 69dc9b6347f34ce924c340d1. [Reporting paper]() Recorded evaluation configuration: {"Model":"GRU4Rec","user ratio":"0.3","intensity":"0.3"}. This record does not assert independent reproduction. ### Retrain Convergence Epochs: 145. Result ID: 69dc9b6347f34ce924c340d0. [Reporting paper]() Recorded evaluation configuration: {"Model":"SASRec","user ratio":"0.3","intensity":"0.3"}. This record does not assert independent reproduction. ### Retrain Convergence Epochs: 180. Result ID: 69dc9b6347f34ce924c340d2. [Reporting paper]() Recorded evaluation configuration: {"Model":"Bert4Rec","user ratio":"0.3","intensity":"0.3"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.