Sequential Recommendation on LastFM (Recall/NDCG@10)
33.27NDCG@10FreLLM4Rec
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FreLLM4Rec2025.08 | 33.27 | 54.62 | |
| LLM2Rec2025.08 | 30.97 | 51.19 | |
| LLARA2025.08 | 28.1 | 49.55 | |
| IDGenRec2025.08 | 26.55 | 47.05 | |
| E4SRec2025.08 | 23.05 | 39.01 | |
| BSARec2025.08 | 22.14 | 38.62 | |
| FMLPRec2025.08 | 21.85 | 38 | |
| MoRec2025.08 | 20 | 37.1 | |
| SASRec2025.08 | 19.96 | 35.02 | |
| GRU4Rec2025.08 | 19.69 | 34.4 | |
| Bert4Rec2025.08 | 17.82 | 31.89 | |
| MAERec2025.08 | 17.02 | 29.11 | |
| SR-GNN2025.08 | 15.63 | 29.02 | |
| Caser2025.08 | 10.42 | 20.73 | |
| LLaMA-32025.08 | 8.72 | 21.47 | |
| FreLLM4RecEvaluation protocol=full-ranking2025.08 | 3.17 | 5.03 | |
| LLM2RecEvaluation protocol=full-ranking2025.08 | 2.78 | 4.86 | |
| BERT4RecEvaluation protocol=full-ranking2025.08 | 2.49 | 4.42 | |
| FMLPRecEvaluation protocol=full-ranking2025.08 | 2.43 | 4.66 | |
| BSARecEvaluation protocol=full-ranking2025.08 | 2.39 | 4.35 | |
| SASRecEvaluation protocol=full-ranking2025.08 | 2.02 | 3.96 | |
| MAERecEvaluation protocol=full-ranking2025.08 | 1.82 | 3.54 | |
| MoRecEvaluation protocol=full-ranking2025.08 | 1.64 | 3.3 | |
| SR-GNNEvaluation protocol=full-ranking2025.08 | 1.41 | 2.55 |