# Sequential Recommendation on Amazon Games (NDCG@10, HR@10) Source: [Sequential Recommendation on Amazon Games (NDCG@10, HR@10)]() Collection index: [llms.txt]() Data updated: 2026-05-20T07:06:00.051Z Evaluation of Sequential Recommendation performance on the Amazon Games dataset, focusing on ranking metrics NDCG@10 and HR@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) | Amazon Games | | 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. - [HR@10](): Higher is better; unit: PERCENT. - [MRR](): Higher is better; unit: PERCENT. ## Recorded results | Method | NDCG@10 | Result date | Report paper | | --- | --- | --- | --- | | HSTU | 6.09 | Not recorded | 68fa7bee1e209131cea8b636 | | IDIOMoE | 6.05 | Not recorded | 68fa7bee1e209131cea8b636 | | MQL4GRec | 5.48 | Not recorded | 68fa7bee1e209131cea8b636 | | SASRec | 5.47 | Not recorded | 68fa7bee1e209131cea8b636 | | FDSA | 5.09 | Not recorded | 68fa7bee1e209131cea8b636 | | MISSRec | 4.99 | Not recorded | 68fa7bee1e209131cea8b636 | | S3-Rec | 4.68 | Not recorded | 68fa7bee1e209131cea8b636 | | Text-Attr LLM | 4.64 | Not recorded | 68fa7bee1e209131cea8b636 | | P5-CID | 4.54 | Not recorded | 68fa7bee1e209131cea8b636 | | GRU4Rec | 4.53 | Not recorded | 68fa7bee1e209131cea8b636 | | TIGER | 4.53 | Not recorded | 68fa7bee1e209131cea8b636 | | VIP5 | 4.18 | Not recorded | 68fa7bee1e209131cea8b636 | | Item-LLM | 4.07 | Not recorded | 68fa7bee1e209131cea8b636 | | ID Transformer | 3.92 | Not recorded | 68fa7bee1e209131cea8b636 | | Bert4Rec | 3.66 | Not recorded | 68fa7bee1e209131cea8b636 | | VQ-Rec | 3.29 | Not recorded | 68fa7bee1e209131cea8b636 | | HSTU + BFT | 0.0709 | Not recorded | 6a0d4013f984739ed67377c8 | | HSTU | 0.0673 | Not recorded | 6a0d4013f984739ed67377c8 | ### HSTU NDCG@10: 6.09. Result ID: 69ddfb7c47f34ce924c56a0b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### IDIOMoE NDCG@10: 6.05. Result ID: 69ddfb7c47f34ce924c56a0f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM-Based":"true"}. This record does not assert independent reproduction. ### MQL4GRec NDCG@10: 5.48. Result ID: 69ddfb7c47f34ce924c56a09. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM-Based":"true"}. This record does not assert independent reproduction. ### SASRec NDCG@10: 5.47. Result ID: 69ddfb7c47f34ce924c56a0a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### FDSA NDCG@10: 5.09. Result ID: 69ddfb7c47f34ce924c56a02. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### MISSRec NDCG@10: 4.99. Result ID: 69ddfb7c47f34ce924c56a06. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### S3-Rec NDCG@10: 4.68. Result ID: 69ddfb7c47f34ce924c56a03. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Text-Attr LLM NDCG@10: 4.64. Result ID: 69ddfb7c47f34ce924c56a0d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### P5-CID NDCG@10: 4.54. Result ID: 69ddfb7c47f34ce924c56a07. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM-Based":"true"}. This record does not assert independent reproduction. ### GRU4Rec NDCG@10: 4.53. Result ID: 69ddfb7c47f34ce924c56a00. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### TIGER NDCG@10: 4.53. Result ID: 69ddfb7c47f34ce924c56a04. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VIP5 NDCG@10: 4.18. Result ID: 69ddfb7c47f34ce924c56a08. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"LLM-Based":"true"}. This record does not assert independent reproduction. ### Item-LLM NDCG@10: 4.07. Result ID: 69ddfb7c47f34ce924c56a0e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### ID Transformer NDCG@10: 3.92. Result ID: 69ddfb7c47f34ce924c56a0c. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Bert4Rec NDCG@10: 3.66. Result ID: 69ddfb7c47f34ce924c56a01. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### VQ-Rec NDCG@10: 3.29. Result ID: 69ddfb7c47f34ce924c56a05. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### HSTU + BFT NDCG@10: 0.0709. Result ID: 6a0d5d3ffbc373592c04ea32. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Configuration":"+BFT"}. This record does not assert independent reproduction. ### HSTU NDCG@10: 0.0673. Result ID: 6a0d5d3ffbc373592c04ea31. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Configuration":"Base"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.