ResearchTasksLLM Agent PerformanceLLM Agent PerformanceFollowBenchmarksDatasetSOTA methodSortMost resultsRecently updatedMost papersApplyDatasetSOTA methodMetricTrendResultsLast updatedAgentBoard BabyAI Naive StreamExpRAG67.5Success Rate (1)4Jun 2, 2026AgentBoard BabyAI Compositional StreamMEMPROBE55.4Success Rate (1)4Jun 2, 2026