ResearchTasksRobust Safety and Utility Evaluation in Federated LearningFollowBenchmarksDataset NameSOTA MethodSortMost resultsRecently updatedMost papersApplyDataset NameSOTA methodMetricTrendResultsLast UpdatedMaliciousGen & WildChatStep-Level81.35Rule Score8Feb 26, 2026MaliciousGen & LMSYS-ChatShadow-Level92.5Rule Compliance8Feb 26, 2026BeaverTails & LMSYS-ChatShadow-Level91.92Rule Score8Feb 26, 2026