Sequential Recommendation on Amazon Phone (test)
39NDCG@5I-LLMRec
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| I-LLMRecModel Category=Image-aware LLM, Representation=Image-based (I)2025.03 | 39 | 51.56 | 43.2 | 64.48 | |
| I-LLMRecModel Category=Image-aware LLM, Representation=Image-based (I) + Description-based (D)2025.03 | 38.92 | 51.76 | 43.09 | 64.63 | |
| TRSRModel Category=LLM, Representation=Description-based (D)2025.03 | 38.86 | 51.48 | 42.92 | 64.01 | |
| TALLRecModel Category=LLM, Representation=Attributed-based (A)2025.03 | 37.21 | 49.86 | 41.48 | 63.05 | |
| A-LLMRecModel Category=LLM, Representation=CF-based (CF)2025.03 | 34.03 | 45.02 | 38.11 | 57.61 | |
| UniMPModel Category=Image-aware LLM, Representation=Image-based (I)2025.03 | 33.88 | 44.27 | 37.57 | 55.69 | |
| SASRecModel Category=Collaborative Filtering2025.03 | 32.99 | 43.66 | 36.58 | 54.78 | |
| BERT4RecModel Category=Collaborative Filtering2025.03 | 23.19 | 31.84 | 26.64 | 42.55 | |
| GRU4RecModel Category=Collaborative Filtering2025.03 | 20.23 | 28.77 | 23.53 | 39.52 | |
| VBPRModel Category=Collaborative Filtering2025.03 | 18.98 | 26.88 | 22.22 | 36.98 |