Recommendation on MovieTV InstructRec retrospective (test)
59.1HR@1ARS
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| ARSEvaluation Mode=Retrospective, Backbone LLM=Llama-4-Maverick-17B-128E-Instruct, History Window (Lmax)=152026.05 | 59.1 | 89.6 | 75.2 | 78.5 | |
| MemRecEvaluation Mode=Retrospective, Backbone LLM=Llama-4-Maverick-17B-128E-Instruct, History Window (Lmax)=152026.05 | 47.1 | 85 | 66.8 | 71.5 | |
| iAgentEvaluation Mode=Retrospective, Backbone LLM=Llama-4-Maverick-17B-128E-Instruct, History Window (Lmax)=152026.05 | 38 | 74.9 | 57.2 | 65 | |
| i2AgentEvaluation Mode=Retrospective, Backbone LLM=Llama-4-Maverick-17B-128E-Instruct, History Window (Lmax)=152026.05 | 34.9 | 76.8 | 56.9 | 64 | |
| LightGCNEvaluation Mode=Retrospective2026.05 | 33 | 67.1 | 49.9 | 60.7 | |
| LLMRankEvaluation Mode=Retrospective, Backbone LLM=Llama-4-Maverick-17B-128E-Instruct2026.05 | 29.4 | 71.6 | 51.3 | 60.1 | |
| BPREvaluation Mode=Retrospective2026.05 | 26.3 | 62.2 | 44.1 | 56.2 | |
| SASRecEvaluation Mode=Retrospective2026.05 | 18.8 | 48.3 | 33.7 | 50 | |
| AgentCFEvaluation Mode=Retrospective, Backbone LLM=Llama-4-Maverick-17B-128E-Instruct2026.05 | 17.1 | 36.5 | 27.1 | 45.8 |