ResearchTasksMemory Poisoning DetectionFollowBenchmarksDataset NameSOTA MethodSortMost resultsRecently updatedMost papersApplyDataset NameSOTA methodMetricTrendResultsLast UpdatedSynthetic CorpusWatermark100TPR (AGENTPOISON)6May 6, 2026DTA runs 5-fold CVLogistic Regression99.04AUC3Jun 30, 2026Custom Sanitization Dataset 20 poison + 50 benign entries per attackLLM Sanitization Baseline (vs AGENTPOISON)100TPR3May 6, 2026
Custom Sanitization Dataset 20 poison + 50 benign entries per attackLLM Sanitization Baseline (vs AGENTPOISON)100TPR3May 6, 2026