ResearchBenchmarksPersonalized memory reasoning on PERSONAMEMFollow67.81Recall User Shared FactsAdaMem29.829239.689649.5559.4104Mar 17, 2026Evaluation ResultsMethodMethodLinksRecall User Shared FactsSuggest New Ideas (Idea Generation)Track Full Preference EvolutionRevisit Preference Update ReasonsPreference-Aligned RecommendationsGeneralization to New ScenariosAverage PerformanceAdaMem2026.0367.8121.5161.1589.965.4573.6863.25A-Mem2026.0363.0127.9654.6885.8669.0957.8959.75Mem02026.0332.1315.0554.6880.8152.7357.8948.55LangMem2026.0331.2924.7353.2481.82408.7740.64