Sequential Recommendation on Steam Overall
8.87NDCG@10EISAM
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| EISAMBase LRS=BIGRec2026.03 | 8.87 | 10.98 | |
| SAMBase LRS=BIGRec2026.03 | 8.75 | 10.62 | |
| GroupSAMBase LRS=BIGRec2026.03 | 8.74 | 10.59 | |
| RWBase LRS=BIGRec2026.03 | 8.72 | 10.54 | |
| BIGRecBase LRS=BIGRec2026.03 | 8.4 | 10.18 | |
| EISAMBase LRS=TALLRec2026.03 | 8.32 | 9.36 | |
| GroupSAMBase LRS=TALLRec2026.03 | 8.26 | 9.26 | |
| SAMBase LRS=TALLRec2026.03 | 8.24 | 9.19 | |
| RWBase LRS=TALLRec2026.03 | 8.11 | 9.03 | |
| TALLRecBase LRS=TALLRec2026.03 | 8 | 8.89 | |
| HSUGABase Model=Bert4Rec2026.05 | 0.3975 | 0.6445 | |
| LLM-ESRBase Model=Bert4Rec2026.05 | 0.3851 | 0.6325 | |
| HSUGABase Model=GRU4Rec2026.05 | 0.357 | 0.6015 | |
| HSUGABase Model=SASRec2026.05 | 0.3565 | 0.6019 | |
| LLM-ESRBase Model=SASRec2026.05 | 0.3522 | 0.595 | |
| RLMRecBase Model=Bert4Rec2026.05 | 0.3454 | 0.5801 | |
| LLMInitBase Model=Bert4Rec2026.05 | 0.342 | 0.5732 | |
| MELTBase Model=Bert4Rec2026.05 | 0.3337 | 0.5579 | |
| CITIESBase Model=Bert4Rec2026.05 | 0.3334 | 0.5664 | |
| RLMRecBase Model=SASRec2026.05 | 0.3315 | 0.566 | |
| LLMInitBase Model=SASRec2026.05 | 0.3281 | 0.5601 | |
| LLM-ESRBase Model=GRU4Rec2026.05 | 0.3259 | 0.5562 | |
| RLMRecBase Model=GRU4Rec2026.05 | 0.3242 | 0.551 | |
| CITIESBase Model=SASRec2026.05 | 0.3232 | 0.5563 | |
| LLMInitBase Model=GRU4Rec2026.05 | 0.323 | 0.5493 | |
| MELTBase Model=GRU4Rec2026.05 | 0.3229 | 0.5376 | |
| CITIESBase Model=GRU4Rec2026.05 | 0.3193 | 0.5448 | |
| GRU4RecBase Model=GRU4Rec2026.05 | 0.3102 | 0.5397 | |
| MELTBase Model=SASRec2026.05 | 0.2915 | 0.501 | |
| Bert4RecBase Model=Bert4Rec2026.05 | 0.2742 | 0.4822 | |
| SASRecBase Model=SASRec2026.05 | 0.2712 | 0.4722 |