ResearchBenchmarksRecommendation on INSTRUCTREC-GoodReads (test)Recommendation on INSTRUCTREC-GoodReads (test)Follow31.22P-HR@1i²Agent13.5418.1322.7227.31Feb 20, 2025Evaluation resultsMethodMethodLinksP-HR@1P-HR@3P-NDCG@3P-MRRi²Agentmemory-building rounds=1memory-building rounds=12025.0231.2257.3346.2349.71iAgent2025.0223.7547.537.3442.68AgentCFmemory-building rounds...memory-building rounds=1, dataset size=100, self-reflection=true2025.0221.8246.6235.9941.47ToolRecself-reflection=trueself-reflection=true2025.0219.2143.2232.9238.88EasyRec2025.0214.2235.9826.5633.84