Sequential Recommendation on Steam Tail
4.11NDCG@10EISAM
Evaluation results
| Method | Links | ||
|---|---|---|---|
| EISAMBase LRS=BIGRec2026.03 | 4.11 | 5.64 | |
| GroupSAMBase LRS=BIGRec2026.03 | 3.95 | 5.31 | |
| RWBase LRS=BIGRec2026.03 | 3.91 | 5.21 | |
| SAMBase LRS=BIGRec2026.03 | 3.88 | 5.18 | |
| BIGRecBase LRS=BIGRec2026.03 | 3.14 | 4.62 | |
| EISAMBase LRS=TALLRec2026.03 | 3.08 | 4.51 | |
| GroupSAMBase LRS=TALLRec2026.03 | 2.95 | 4.38 | |
| RWBase LRS=TALLRec2026.03 | 2.91 | 4.3 | |
| TALLRecBase LRS=TALLRec2026.03 | 2.85 | 4.2 | |
| SAMBase LRS=TALLRec2026.03 | 2.83 | 4.16 | |
| HSUGABase Model=Bert4Rec2026.05 | 0.4036 | 0.6516 | |
| LLM-ESRBase Model=Bert4Rec2026.05 | 0.3924 | 0.6411 | |
| HSUGABase Model=SASRec2026.05 | 0.3665 | 0.6144 | |
| HSUGABase Model=GRU4Rec2026.05 | 0.3646 | 0.6112 | |
| LLM-ESRBase Model=SASRec2026.05 | 0.3626 | 0.609 | |
| RLMRecBase Model=Bert4Rec2026.05 | 0.3483 | 0.5855 | |
| LLMInitBase Model=Bert4Rec2026.05 | 0.343 | 0.5749 | |
| MELTBase Model=Bert4Rec2026.05 | 0.3426 | 0.571 | |
| RLMRecBase Model=SASRec2026.05 | 0.3394 | 0.5769 | |
| CITIESBase Model=Bert4Rec2026.05 | 0.3362 | 0.5706 | |
| LLMInitBase Model=SASRec2026.05 | 0.3339 | 0.5682 | |
| LLM-ESRBase Model=GRU4Rec2026.05 | 0.3328 | 0.566 | |
| RLMRecBase Model=GRU4Rec2026.05 | 0.3313 | 0.5606 | |
| LLMInitBase Model=GRU4Rec2026.05 | 0.33 | 0.5593 | |
| MELTBase Model=GRU4Rec2026.05 | 0.3295 | 0.5476 | |
| CITIESBase Model=SASRec2026.05 | 0.3292 | 0.5649 | |
| CITIESBase Model=GRU4Rec2026.05 | 0.3267 | 0.5559 | |
| GRU4RecBase Model=GRU4Rec2026.05 | 0.3178 | 0.5525 | |
| MELTBase Model=SASRec2026.05 | 0.3023 | 0.5192 | |
| Bert4RecBase Model=Bert4Rec2026.05 | 0.2841 | 0.4977 | |
| SASRecBase Model=SASRec2026.05 | 0.2805 | 0.4878 |