# Recommendation on Games (HR@1, HR@5, NDCG@1, NDCG@5) Source: [Recommendation on Games (HR@1, HR@5, NDCG@1, NDCG@5)]() Collection index: [llms.txt]() Data updated: 2026-05-12T15:23:09.080Z Evaluation of Recommendation performance on the Games dataset, reporting Hit Rate (HR) and Normalized Discounted Cumulative Gain (NDCG) at cutoff ranks K=1 and K=5. 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 | Recommendation | | Dataset (including any stated split) | Games | | Metric | HR@1 | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 19 of 19 | | 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 - [HR@1](): Higher is better; unit: PERCENT. - [HR@5](): Higher is better; unit: PERCENT. - [NDCG@1](): Higher is better; unit: PERCENT. - [NDCG@5](): Higher is better; unit: PERCENT. ## Recorded results | Method | HR@1 | Result date | Report paper | | --- | --- | --- | --- | | OSA | 63.26 | Not recorded | 6a02b477dbc836b87d824bb7 | | LLaRA | 58.35 | Not recorded | 6a02b477dbc836b87d824bb7 | | SASRec | 52.16 | Not recorded | 6a02b477dbc836b87d824bb7 | | A-LLMRec | 50.82 | Not recorded | 6a02b477dbc836b87d824bb7 | | Caser | 45.93 | Not recorded | 6a02b477dbc836b87d824bb7 | | LLMGreenRec | 45.8 | Not recorded | 69b24895d030084c22e2f968 | | TALLRec | 45.68 | Not recorded | 6a02b477dbc836b87d824bb7 | | GRU4Rec | 40.9 | Not recorded | 6a02b477dbc836b87d824bb7 | | PO4ISR | 25.88 | Not recorded | 69b24895d030084c22e2f968 | | NIR | 11.68 | Not recorded | 69b24895d030084c22e2f968 | | HIDE | 6.96 | Not recorded | 69b24895d030084c22e2f968 | | GCE-GNN | 6.92 | Not recorded | 69b24895d030084c22e2f968 | | NARM | 5.72 | Not recorded | 69b24895d030084c22e2f968 | | STAMP | 5.56 | Not recorded | 69b24895d030084c22e2f968 | | Atten-Mixer | 5.3 | Not recorded | 69b24895d030084c22e2f968 | | LLMRank | 5.28 | Not recorded | 6a02b477dbc836b87d824bb7 | | MCPRN | 5.22 | Not recorded | 69b24895d030084c22e2f968 | | FPMC | 4.98 | Not recorded | 69b24895d030084c22e2f968 | | SKNN | 0.2 | Not recorded | 69b24895d030084c22e2f968 | ### OSA HR@1: 63.26. Result ID: 6a0345cc47f34ce924e865c6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Hybrid"}. This record does not assert independent reproduction. ### LLaRA HR@1: 58.35. Result ID: 6a0345cc47f34ce924e865c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Hybrid"}. This record does not assert independent reproduction. ### SASRec HR@1: 52.16. Result ID: 6a0345cc47f34ce924e865c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"CF-only"}. This record does not assert independent reproduction. ### A-LLMRec HR@1: 50.82. Result ID: 6a0345cc47f34ce924e865c5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"Hybrid"}. This record does not assert independent reproduction. ### Caser HR@1: 45.93. Result ID: 6a0345cc47f34ce924e865c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"CF-only"}. This record does not assert independent reproduction. ### LLMGreenRec HR@1: 45.8. Result ID: 69b289516dbb7075b95d8dee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"LLM-based Methods"}. This record does not assert independent reproduction. ### TALLRec HR@1: 45.68. Result ID: 6a0345cc47f34ce924e865c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"LLM-only"}. This record does not assert independent reproduction. ### GRU4Rec HR@1: 40.9. Result ID: 6a0345cc47f34ce924e865bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"CF-only"}. This record does not assert independent reproduction. ### PO4ISR HR@1: 25.88. Result ID: 69b289516dbb7075b95d8ded. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"LLM-based Methods"}. This record does not assert independent reproduction. ### NIR HR@1: 11.68. Result ID: 69b289516dbb7075b95d8dec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"LLM-based Methods"}. This record does not assert independent reproduction. ### HIDE HR@1: 6.96. Result ID: 69b289516dbb7075b95d8dea. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Multi-Intent Methods"}. This record does not assert independent reproduction. ### GCE-GNN HR@1: 6.92. Result ID: 69b289516dbb7075b95d8de8. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Single-Intent Methods"}. This record does not assert independent reproduction. ### NARM HR@1: 5.72. Result ID: 69b289516dbb7075b95d8de6. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Method Category":"Single-Intent Methods"}. This record does not assert independent reproduction. ### STAMP HR@1: 5.56. Result ID: 69b289516dbb7075b95d8de7. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Single-Intent Methods"}. This record does not assert independent reproduction. ### Atten-Mixer HR@1: 5.3. Result ID: 69b289516dbb7075b95d8deb. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Multi-Intent Methods"}. This record does not assert independent reproduction. ### LLMRank HR@1: 5.28. Result ID: 6a0345cc47f34ce924e865c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model Category":"LLM-only"}. This record does not assert independent reproduction. ### MCPRN HR@1: 5.22. Result ID: 69b289516dbb7075b95d8de9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Method Category":"Multi-Intent Methods"}. This record does not assert independent reproduction. ### FPMC HR@1: 4.98. Result ID: 69b289516dbb7075b95d8de5. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Single-Intent Methods"}. This record does not assert independent reproduction. ### SKNN HR@1: 0.2. Result ID: 69b289516dbb7075b95d8de4. [Reporting paper]() Recorded evaluation configuration: {"Method Category":"Traditional Methods"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.