# Sequential Recommendation on Beauty (Ranking and Resource Usage) Source: [Sequential Recommendation on Beauty (Ranking and Resource Usage)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:52:36.957Z Evaluation of Sequential Recommendation performance on the Beauty dataset, measuring ranking metrics (NDCG@10, HIT@10) alongside system resource utilization (Memory, Training Time). 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 | | Metric | Memory (MB) | | Unit | SIZE | | Direction | Lower is better | | Results loaded | 18 of 18 | | 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 - [Memory (MB)](): Lower is better; unit: SIZE. - [Training Time (s)](): Lower is better; unit: TIME. - [NDCG@10](): Higher is better; unit: PERCENT. - [HIT@10](): Higher is better; unit: PERCENT. - [Memory Change (%)](): Lower is better; unit: PERCENT. - [Training Time Change (%)](): Lower is better; unit: PERCENT. - [NDCG Change (%)](): Higher is better; unit: PERCENT. - [HIT Change (%)](): Higher is better; unit: PERCENT. ## Recorded results | Method | Memory (MB) | Result date | Report paper | | --- | --- | --- | --- | | Cotten4Rec | 4094 | Not recorded | 69896a3ac97a0b3e3b5dc682 | | BERT4Rec | 5246 | Not recorded | 69896a3ac97a0b3e3b5dc682 | | LinRec | 5269 | Not recorded | 69896a3ac97a0b3e3b5dc682 | | Cotten4Rec | 9528 | Not recorded | 69896a3ac97a0b3e3b5dc682 | | Cotten4Rec | 10324 | Not recorded | 69896a3ac97a0b3e3b5dc682 | | Cotten4Rec | 10630 | Not recorded | 69896a3ac97a0b3e3b5dc682 | | Cotten4Rec | 11247 | Not recorded | 69896a3ac97a0b3e3b5dc682 | | BERT4Rec | 12473 | Not recorded | 69896a3ac97a0b3e3b5dc682 | | LinRec | 12499 | Not recorded | 69896a3ac97a0b3e3b5dc682 | | LinRec | 13667 | Not recorded | 69896a3ac97a0b3e3b5dc682 | | BERT4Rec | 13675 | Not recorded | 69896a3ac97a0b3e3b5dc682 | | BERT4Rec | 13978 | Not recorded | 69896a3ac97a0b3e3b5dc682 | | LinRec | 13989 | Not recorded | 69896a3ac97a0b3e3b5dc682 | | BERT4Rec | 14588 | Not recorded | 69896a3ac97a0b3e3b5dc682 | | LinRec | 14646 | Not recorded | 69896a3ac97a0b3e3b5dc682 | | Cotten4Rec | 18578 | Not recorded | 69896a3ac97a0b3e3b5dc682 | | BERT4Rec | 24521 | Not recorded | 69896a3ac97a0b3e3b5dc682 | | LinRec | 24534 | Not recorded | 69896a3ac97a0b3e3b5dc682 | ### Cotten4Rec Memory (MB): 4094. Result ID: 6998a3125698665ec40595b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"SeqL":20}. This record does not assert independent reproduction. ### BERT4Rec Memory (MB): 5246. Result ID: 6998a3125698665ec40595b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"SeqL":20}. This record does not assert independent reproduction. ### LinRec Memory (MB): 5269. Result ID: 6998a3125698665ec40595b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"SeqL":20}. This record does not assert independent reproduction. ### Cotten4Rec Memory (MB): 9528. Result ID: 6998a3125698665ec40595bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"SeqL":50}. This record does not assert independent reproduction. ### Cotten4Rec Memory (MB): 10324. Result ID: 6998a3125698665ec405959d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Embedding":64}. This record does not assert independent reproduction. ### Cotten4Rec Memory (MB): 10630. Result ID: 6998a3125698665ec40595a0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Embedding":128}. This record does not assert independent reproduction. ### Cotten4Rec Memory (MB): 11247. Result ID: 6998a3125698665ec40595a3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Embedding":256}. This record does not assert independent reproduction. ### BERT4Rec Memory (MB): 12473. Result ID: 6998a3125698665ec40595b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"SeqL":50}. This record does not assert independent reproduction. ### LinRec Memory (MB): 12499. Result ID: 6998a3125698665ec40595ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"SeqL":50}. This record does not assert independent reproduction. ### LinRec Memory (MB): 13667. Result ID: 6998a3125698665ec405959c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Embedding":64}. This record does not assert independent reproduction. ### BERT4Rec Memory (MB): 13675. Result ID: 6998a3125698665ec405959b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Embedding":64}. This record does not assert independent reproduction. ### BERT4Rec Memory (MB): 13978. Result ID: 6998a3125698665ec405959e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Embedding":128}. This record does not assert independent reproduction. ### LinRec Memory (MB): 13989. Result ID: 6998a3125698665ec405959f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Embedding":128}. This record does not assert independent reproduction. ### BERT4Rec Memory (MB): 14588. Result ID: 6998a3125698665ec40595a1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Embedding":256}. This record does not assert independent reproduction. ### LinRec Memory (MB): 14646. Result ID: 6998a3125698665ec40595a2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Embedding":256}. This record does not assert independent reproduction. ### Cotten4Rec Memory (MB): 18578. Result ID: 6998a3125698665ec40595be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"SeqL":100}. This record does not assert independent reproduction. ### BERT4Rec Memory (MB): 24521. Result ID: 6998a3125698665ec40595bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"SeqL":100}. This record does not assert independent reproduction. ### LinRec Memory (MB): 24534. Result ID: 6998a3125698665ec40595bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"SeqL":100}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.