Personalized Movie Tagging on LaMP-2M
75.1AccuracyTAP-PER
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TAP-PERtype=Model-based, variant=+Pu§2026.06 | 75.1 | 68.2 | |
| OPPUtype=Model-based, variant=base2026.06 | 67.9 | 58.4 | |
| TAP-PERtype=Model-based, variant=+Pq‡2026.06 | 65.7 | 59.6 | |
| P2Ptype=Model-based, variant=single2026.06 | 64.5 | 60.1 | |
| RAGtype=Prompt-based, k=42026.06 | 59.8 | 55.3 | |
| PAGtype=Prompt-based, k=12026.06 | 59.6 | 55.2 | |
| TAP-PERtype=Model-based, variant=base†2026.06 | 59.5 | 55.1 | |
| RAGtype=Prompt-based, k=22026.06 | 59.2 | 54.9 | |
| PAGtype=Prompt-based, k=02026.06 | 59.2 | 55 | |
| RAGtype=Prompt-based, k=12026.06 | 58.6 | 54.5 | |
| PER-PCStype=Model-based, variant=+pag2026.06 | 55.1 | 47.1 | |
| OPPUtype=Model-based, variant=+rag2026.06 | 54.2 | 43.8 | |
| OPPUtype=Model-based, variant=+pag2026.06 | 52.1 | 42.2 | |
| PER-PCStype=Model-based, variant=+rag2026.06 | 52 | 45 | |
| PersonaAgentLLM Backbone=Claude-3.5 Sonnet2025.06 | 51.3 | 42.4 | |
| MemBankLLM Backbone=Claude-3.5 Sonnet, Category=General Agent2025.06 | 47 | 39.1 | |
| ReActLLM Backbone=Claude-3.5 Sonnet, Category=General Agent2025.06 | 45 | 37.8 | |
| PER-PCStype=Model-based, variant=base2026.06 | 44 | 40 | |
| PAGLLM Backbone=Claude-3.5 Sonnet, Category=Personalized LLM2025.06 | 43 | 38.7 | |
| RAGLLM Backbone=Claude-3.5 Sonnet, Category=Personalized LLM2025.06 | 42.7 | 38.6 | |
| PromptLLM Backbone=Claude-3.5 Sonnet, Category=Non-Personalized2025.06 | 38.7 | 30.2 | |
| ICLLLM Backbone=Claude-3.5 Sonnet, Category=Non-Personalized2025.06 | 28.3 | 21.7 |