# Sequential Recommendation on GoodReads Children Source: [Sequential Recommendation on GoodReads Children]() Collection index: [llms.txt]() Data updated: 2026-05-11T08:20:52.646Z Evaluation of Sequential Recommendation performance on the GoodReads Children dataset, measured using Recall@10 and NDCG@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) | GoodReads Children | | Metric | NDCG@10 | | Unit | PERCENT | | Direction | Higher 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 - [NDCG@10](): Higher is better; unit: PERCENT. - [Recall@10](): Higher is better; unit: PERCENT. ## Recorded results | Method | NDCG@10 | Result date | Report paper | | --- | --- | --- | --- | | LETTER | 14.39 | Not recorded | 6a01629adbc836b87d823196 | | TGH-2 | 12.46 | Not recorded | 6a01629adbc836b87d823196 | | TGH-1 | 12.23 | Not recorded | 6a01629adbc836b87d823196 | | SASRec | 12.1 | Not recorded | 6a01629adbc836b87d823196 | | HSTU | 11.5 | Not recorded | 6a01629adbc836b87d823196 | | HGN | 11.3 | Not recorded | 68fa65f71e209131cea0d869 | | TIGER | 10.48 | Not recorded | 6a01629adbc836b87d823196 | | SASRec | 10.07 | Not recorded | 68fa65f71e209131cea0d869 | | Caser | 9.43 | Not recorded | 68fa65f71e209131cea0d869 | | ID-LAST | 9.39 | Not recorded | 6a01629adbc836b87d823196 | | SR-GNN | 9.37 | Not recorded | 6a01629adbc836b87d823196 | | GRU4Rec+ | 8.21 | Not recorded | 68fa65f71e209131cea0d869 | | LightGCN | 8.03 | Not recorded | 6a01629adbc836b87d823196 | | NextItRec | 7.2 | Not recorded | 68fa65f71e209131cea0d869 | | GRU4Rec | 7.15 | Not recorded | 68fa65f71e209131cea0d869 | | ID+SEM | 7 | Not recorded | 6a01629adbc836b87d823196 | | BPRMF | 6.64 | Not recorded | 68fa65f71e209131cea0d869 | | SEM-NN | 1.91 | Not recorded | 6a01629adbc836b87d823196 | ### LETTER NDCG@10: 14.39. Result ID: 6a01914f47f34ce924e355ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TGH-2 NDCG@10: 12.46. Result ID: 6a01914f47f34ce924e355ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TGH-1 NDCG@10: 12.23. Result ID: 6a01914f47f34ce924e355eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SASRec NDCG@10: 12.1. Result ID: 6a01914f47f34ce924e355e7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HSTU NDCG@10: 11.5. Result ID: 6a01914f47f34ce924e355e8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HGN NDCG@10: 11.3. Result ID: 698cd4118b517eb4331d046b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TIGER NDCG@10: 10.48. Result ID: 6a01914f47f34ce924e355e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SASRec NDCG@10: 10.07. Result ID: 698cd4118b517eb4331d046a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Caser NDCG@10: 9.43. Result ID: 698cd4118b517eb4331d0469. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ID-LAST NDCG@10: 9.39. Result ID: 6a01914f47f34ce924e355e2. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SR-GNN NDCG@10: 9.37. Result ID: 6a01914f47f34ce924e355e6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GRU4Rec+ NDCG@10: 8.21. Result ID: 698cd4118b517eb4331d0467. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### LightGCN NDCG@10: 8.03. Result ID: 6a01914f47f34ce924e355e5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### NextItRec NDCG@10: 7.2. Result ID: 698cd4118b517eb4331d0468. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### GRU4Rec NDCG@10: 7.15. Result ID: 698cd4118b517eb4331d0466. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ID+SEM NDCG@10: 7. Result ID: 6a01914f47f34ce924e355e4. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### BPRMF NDCG@10: 6.64. Result ID: 698cd4118b517eb4331d0465. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SEM-NN NDCG@10: 1.91. Result ID: 6a01914f47f34ce924e355e3. [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.