ResearchTasksLLM Agent PerformanceFollowBenchmarksDataset NameSOTA MethodSortMost resultsRecently updatedMost papersApplyDataset NameSOTA methodMetricTrendResultsLast UpdatedAgentBoard BabyAI Naive StreamExpRAG67.5Success Rate (1)4Jun 2, 2026AgentBoard BabyAI Compositional StreamMEMPROBE55.4Success Rate (1)4Jun 2, 2026