Ranking Recommendation on MIND
41.5NDCG@10AMEM4Rec
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| AMEM4RecLLM Backbone=Gemini-2.5-Flash2026.02 | 41.5 | 17.89 | 36.07 | |
| AgentCFLLM Backbone=Gemini-2.5-Flash2026.02 | 34.9 | 12.11 | 30.65 | |
| LLMRankLLM Backbone=Gemini-2.5-Flash2026.02 | 33.04 | 10 | 26.96 | |
| iAgentLLM Backbone=Gemini-2.5-Flash2026.02 | 32.57 | 13.83 | 29.05 | |
| SR-GNN2026.05 | 13.87 | — | — | |
| SASRec2026.05 | 12.67 | — | — | |
| HSTU2026.05 | 7.49 | — | — | |
| ID-LAST2026.05 | 5.72 | — | — | |
| TGH-12026.05 | 5.51 | — | — | |
| ID+SEM2026.05 | 5.46 | — | — | |
| TGH-22026.05 | 5.32 | — | — | |
| LightGCN2026.05 | 2.78 | — | — | |
| LETTER2026.05 | 2.7 | — | — | |
| TIGER2026.05 | 2.19 | — | — | |
| SEM-NN2026.05 | 0.14 | — | — |