FinPerMA: A Theory-Informed, Event-Grounded Personalized-Memory Benchmark for LLM Agents
FinPerMA is introduced, an event-grounded benchmark that evaluates personalized memory against frozen longitudinal investor trajectories and shows that summary-based memory often preserves factual details while losing the preference signals needed for personalization; simple retrieval can therefore outperform purpose-b...