ResearchBenchmarksLLM Agent Performance on AgentBoard BabyAI Naive StreamLLM Agent Performance on AgentBoard BabyAI Naive StreamFollow67.5Success Rate (1)ExpRAG57.159.862.565.2Jun 1, 2026Evaluation resultsMethodMethodLinksSuccess Rate (1)Precision Rate (1)Success Rate (2)Precision Rate (2)ExpRAG2026.0667.576.77078.7ReMem2026.0667.577.97079.2MEMPROBE2026.0667.58072.580.4ReAct2026.0657.572.957.572.9