Sequential Recommendation on Amazon Grocery (test)
39.56NDCG@5I-LLMRec
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| I-LLMRecModel Category=Image-aware LLM, Representation=Image-based (I)2025.03 | 39.56 | 50.69 | 43.32 | 62.32 | |
| I-LLMRecModel Category=Image-aware LLM, Representation=Image-based (I) + Description-based (D)2025.03 | 39.08 | 50.37 | 42.88 | 62.11 | |
| A-LLMRecModel Category=LLM, Representation=CF-based (CF)2025.03 | 38.6 | 48.23 | 41.95 | 58.64 | |
| TRSRModel Category=LLM, Representation=Description-based (D)2025.03 | 38.02 | 49.17 | 41.84 | 60.99 | |
| SASRecModel Category=Collaborative Filtering2025.03 | 37.53 | 46.84 | 40.96 | 57.46 | |
| UniMPModel Category=Image-aware LLM, Representation=Image-based (I)2025.03 | 37.1 | 45.06 | 40.11 | 54.39 | |
| TALLRecModel Category=LLM, Representation=Attributed-based (A)2025.03 | 34.77 | 45.89 | 38.74 | 58.15 | |
| BERT4RecModel Category=Collaborative Filtering2025.03 | 29.95 | 38.34 | 33.17 | 48.35 | |
| GRU4RecModel Category=Collaborative Filtering2025.03 | 26.73 | 36.09 | 30.33 | 47.26 | |
| VBPRModel Category=Collaborative Filtering2025.03 | 23.21 | 31.71 | 26.3 | 42.32 |