# Sequential Recommendation on industrial dataset Source: [Sequential Recommendation on industrial dataset]() Collection index: [llms.txt]() Data updated: 2026-04-14T08:32:02.119Z Evaluation of Sequential Recommendation performance on the industrial dataset, utilizing ranking metrics such as NDCG@10, Hit Rate@10 (HR@10), and Mean Reciprocal Rank (MRR). 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) | industrial dataset | | Metric | NDCG@10 | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 6 of 6 | | 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 - [NDCG@10](): Higher is better; unit: SCALAR. - [HR@10](): Higher is better; unit: PERCENT. - [MRR](): Higher is better; unit: SCALAR. ## Recorded results | Method | NDCG@10 | Result date | Report paper | | --- | --- | --- | --- | | IDIOMoE | 27.1 | Not recorded | 68fa7bee1e209131cea8b636 | | Text-Attr LLM | 25.4 | Not recorded | 68fa7bee1e209131cea8b636 | | Item-LLM | 23.5 | Not recorded | 68fa7bee1e209131cea8b636 | | ID Transformer | 21.1 | Not recorded | 68fa7bee1e209131cea8b636 | | HSTU | 10.5 | Not recorded | 68fa7bee1e209131cea8b636 | | Title-LLM | -81.8 | Not recorded | 68fa7bee1e209131cea8b636 | ### IDIOMoE NDCG@10: 27.1. Result ID: 69ddfb7c47f34ce924c569ed. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Text-Attr LLM NDCG@10: 25.4. Result ID: 69ddfb7c47f34ce924c569eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Item-LLM NDCG@10: 23.5. Result ID: 69ddfb7c47f34ce924c569ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ID Transformer NDCG@10: 21.1. Result ID: 69ddfb7c47f34ce924c569e9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HSTU NDCG@10: 10.5. Result ID: 69ddfb7c47f34ce924c569e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Title-LLM NDCG@10: -81.8. Result ID: 69ddfb7c47f34ce924c569ea. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.