ResearchBenchmarksRanking Recommendation on CDs and VinylRanking Recommendation on CDs and VinylFollow0.24NDCG@1AMEM4Rec0.14640.17070.1950.2193Feb 9, 2026Evaluation resultsMethodMethodLinksNDCG@1NDCG@5NDCG@10AMEM4RecLLM Backbone=Gemini-2....LLM Backbone=Gemini-2.5-Flash2026.020.240.41160.4638iAgentLLM Backbone=Gemini-2....LLM Backbone=Gemini-2.5-Flash2026.020.190.35530.4192LLMRankLLM Backbone=Gemini-2....LLM Backbone=Gemini-2.5-Flash2026.020.170.37030.4296AgentCFLLM Backbone=Gemini-2....LLM Backbone=Gemini-2.5-Flash2026.020.150.33180.4072