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arXiv9h ago
5.0

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

Yihang Ding, Wanke Xia, Yiting Zhao, Jinbo Su, Jialiang Yang, Zhengbo Zhang, Ke Wang, Wenming Yang

View original ↗

Analysis

Viral velocity
low
Implementation gapYES
Novelty7/10
Categorytool
Topics
ragagentsevaluation

Opportunity Brief

Develop an interactive evaluation framework for LLM memory systems using gamified environments. This fills the void of static, context-only benchmarks by measuring long-term state tracking and reasoning.

Suggested repo: memground

"Stop testing memory with static RAG; start testing it in dynamic worlds."

Estimated effort: 50h