Sequential Recommendation on MovieLens
1ValidRatioGRU4Rec
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GRU4RecMethod Category=Traditional2024.08 | 1 | 0.375 | 40.67 | |
| CaserMethod Category=Traditional2024.08 | 1 | 0.3861 | 36.62 | |
| SASRecMethod Category=Traditional2024.08 | 1 | 0.3444 | 53.16 | |
| MoRecMethod Category=LLM-based2024.08 | 1 | 0.2822 | 86.92 | |
| GRU4RecModel Category=Traditional2026.01 | 1 | 0.7902 | — | |
| CaserModel Category=Traditional2026.01 | 1 | 0.7831 | — | |
| SASRecModel Category=Traditional2026.01 | 1 | 0.7867 | — | |
| NeuMFModel Category=Traditional2026.01 | 1 | 0.7825 | — | |
| LightGCNModel Category=Traditional2026.01 | 1 | 0.7263 | — | |
| SimpleXModel Category=Traditional2026.01 | 1 | 0.7803 | — | |
| KGATModel Category=Traditional2026.01 | 1 | 0.7372 | — | |
| HGTModel Category=Traditional2026.01 | 1 | 0.7827 | — | |
| KGCLModel Category=Traditional2026.01 | 1 | 0.7831 | — | |
| MoRecModel Category=LLM-based2026.01 | 1 | 0.7936 | — | |
| CoLaKGModel Category=LLM-based2026.01 | 1 | 0.7988 | — | |
| GRU4RecModel Category=Traditional2026.01 | 1 | 0.2571 | — | |
| CaserModel Category=Traditional2026.01 | 1 | 0.2509 | — | |
| SASRecModel Category=Traditional2026.01 | 1 | 0.2563 | — | |
| NeuMFModel Category=Traditional2026.01 | 1 | 0.2393 | — | |
| LightGCNModel Category=Traditional2026.01 | 1 | 0.2306 | — | |
| SimpleXModel Category=Traditional2026.01 | 1 | 0.2368 | — | |
| KGATModel Category=Traditional2026.01 | 1 | 0.2581 | — | |
| HGTModel Category=Traditional2026.01 | 1 | 0.2593 | — | |
| KGCLModel Category=Traditional2026.01 | 1 | 0.2406 | — | |
| MoRecModel Category=LLM-based2026.01 | 1 | 0.252 | — | |
| CoLaKGModel Category=LLM-based2026.01 | 1 | 0.2818 | — | |
| LLaRAModel Category=LLM-based2026.01 | 0.9968 | 0.7956 | — | |
| TallRecModel Category=LLM-based2026.01 | 0.9966 | 0.7907 | — | |
| GLRecModel Category=LLM-based2026.01 | 0.9942 | 0.7993 | — | |
| PIDLRModel Category=LLM-based2026.01 | 0.9937 | 0.8234 | — | |
| ChatRecMethod Category=LLM-based2024.08 | 0.9895 | 0.2 | 163.75 | |
| iLoRAMethod Category=Ours2024.08 | 0.9891 | 0.5275 | — | |
| LLaRAModel Category=LLM-based2026.01 | 0.9875 | 0.2727 | — | |
| TallRecModel Category=LLM-based2026.01 | 0.9844 | 0.2627 | — | |
| PIDLRModel Category=LLM-based2026.01 | 0.9823 | 0.3012 | — | |
| GLRecModel Category=LLM-based2026.01 | 0.981 | 0.2821 | — | |
| LLARAMethod Category=LLM-based2024.08 | 0.9684 | 0.4421 | 19.32 | |
| TALLRECMethod Category=LLM-based2024.08 | 0.9263 | 0.3895 | 35.43 | |
| Llama2Method Category=LLM-based2024.08 | 0.4421 | 0.0421 | 1,152.97 | |
| LLaMA-3Model Category=LLM-based2026.01 | 0.4254 | 0.0684 | — | |
| LLaMA-3Model Category=LLM-based2026.01 | 0.0148 | 0.5142 | — |