MemGround: Long-Term Memory Evaluation Kit for Large Language Models in Gamified Scenarios

MemGround is a new rigorous long-term memory benchmark for LLMs, designed to overcome the limitations of static evaluations by using rich, gamified interactive scenarios. It features a three-tier hierarchical framework to assess different memory types and a multi-dimensional metric suite for comprehensive quantification.