Sequential Recommendation on Steam Head
12.62NDCG@10EISAM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| EISAMBase LRS=BIGRec2026.03 | 12.62 | 15.19 | |
| SAMBase LRS=BIGRec2026.03 | 12.59 | 14.91 | |
| BIGRecBase LRS=BIGRec2026.03 | 12.55 | 14.56 | |
| RWBase LRS=BIGRec2026.03 | 12.51 | 14.74 | |
| GroupSAMBase LRS=BIGRec2026.03 | 12.51 | 14.75 | |
| SAMBase LRS=TALLRec2026.03 | 12.5 | 13.15 | |
| EISAMBase LRS=TALLRec2026.03 | 12.45 | 13.18 | |
| GroupSAMBase LRS=TALLRec2026.03 | 12.44 | 13.11 | |
| RWBase LRS=TALLRec2026.03 | 12.21 | 12.76 | |
| TALLRecBase LRS=TALLRec2026.03 | 12.06 | 12.59 | |
| HSUGABase Model=Bert4Rec2026.05 | 0.3718 | 0.6141 | |
| LLM-ESRBase Model=Bert4Rec2026.05 | 0.3544 | 0.5961 | |
| LLMInitBase Model=Bert4Rec2026.05 | 0.3378 | 0.5663 | |
| RLMRecBase Model=Bert4Rec2026.05 | 0.3329 | 0.5568 | |
| HSUGABase Model=GRU4Rec2026.05 | 0.3252 | 0.5624 | |
| CITIESBase Model=Bert4Rec2026.05 | 0.3218 | 0.5485 | |
| HSUGABase Model=SASRec2026.05 | 0.3146 | 0.5487 | |
| LLM-ESRBase Model=SASRec2026.05 | 0.3086 | 0.5361 | |
| LLMInitBase Model=SASRec2026.05 | 0.3034 | 0.526 | |
| RLMRecBase Model=SASRec2026.05 | 0.2982 | 0.5198 | |
| CITIESBase Model=SASRec2026.05 | 0.2978 | 0.5201 | |
| LLM-ESRBase Model=GRU4Rec2026.05 | 0.2969 | 0.5148 | |
| MELTBase Model=Bert4Rec2026.05 | 0.296 | 0.5024 | |
| MELTBase Model=GRU4Rec2026.05 | 0.295 | 0.4956 | |
| RLMRecBase Model=GRU4Rec2026.05 | 0.294 | 0.5104 | |
| LLMInitBase Model=GRU4Rec2026.05 | 0.2937 | 0.5071 | |
| CITIESBase Model=GRU4Rec2026.05 | 0.2878 | 0.4979 | |
| GRU4RecBase Model=GRU4Rec2026.05 | 0.2783 | 0.4858 | |
| MELTBase Model=SASRec2026.05 | 0.2573 | 0.4433 | |
| Bert4RecBase Model=Bert4Rec2026.05 | 0.2325 | 0.4165 | |
| SASRecBase Model=SASRec2026.05 | 0.2318 | 0.4062 |