Sequential Recommendation on CDs 5-core filtered (test)
11.74Recall@5IntuRec-D
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| IntuRec-DBase Model=D3, Backbone=Qwen2.5-1.5B, Beam size=102026.06 | 11.74 | 13.68 | 9.33 | 9.95 | |
| D3Recommendation Approach Type=LLM-based, Backbone=Qwen2.5-1.5B, Beam size=102026.06 | 11.22 | 12.72 | 9.06 | 9.55 | |
| LatentR3-DBase Model=D3, Backbone=Qwen2.5-1.5B, Beam size=102026.06 | 10.77 | 13.06 | 8.86 | 9.6 | |
| IntuRec-BBase Model=BIGRec, Backbone=Qwen2.5-1.5B, Beam size=102026.06 | 9.86 | 12.21 | 7.95 | 8.71 | |
| LatentR3-BBase Model=BIGRec, Backbone=Qwen2.5-1.5B, Beam size=102026.06 | 9.18 | 11.39 | 7.56 | 8.28 | |
| ReaRecRecommendation Approach Type=Traditional, Variant=Ensemble Reasoning Learning (ERL)2026.06 | 8.45 | 10.57 | 6.7 | 7.37 | |
| SASRecRecommendation Approach Type=Traditional, Architecture=Transformer2026.06 | 8.41 | 10.54 | 6.22 | 6.91 | |
| BIGRecRecommendation Approach Type=LLM-based, Backbone=Qwen2.5-1.5B, Beam size=102026.06 | 7.57 | 9.29 | 6.16 | 6.72 | |
| GRU4RecRecommendation Approach Type=Traditional, Architecture=GRU2026.06 | 4.81 | 6.69 | 3.65 | 4.25 | |
| AlphaRecRecommendation Approach Type=LLM-based, Backbone=Qwen2.5-1.5B, Beam size=102026.06 | 4.79 | 7.74 | 2.78 | 3.73 | |
| CaserRecommendation Approach Type=Traditional, Architecture=CNN2026.06 | 4.69 | 6.89 | 3.12 | 3.82 | |
| LLM-CoTRecommendation Approach Type=LLM-based, Backbone=Qwen2.5-1.5B, Beam size=10, Prompt=Zero-shot chain-of-thought2026.06 | 3.02 | 4.06 | 2.13 | 2.46 | |
| LLM-BaseRecommendation Approach Type=LLM-based, Backbone=Qwen2.5-1.5B, Beam size=10, Training=None2026.06 | 1.95 | 2.52 | 1.48 | 1.67 |