ResearchBenchmarksHierarchical Summarization on SummaryBench The DynastsFollow100Fidelity Rate (FR)Magentic-One-4235077May 14, 2026Evaluation ResultsMethodMethodLinksFidelity Rate (FR)Word Count (WC)Magentic-One2026.05100—Direct2026.056076MegaAgent2026.0560248APWAvariant=mini x nanovariant=mini x nano2026.0522142APWAvariant=mini x minivariant=mini x mini2026.050142APWAvariant=5.4 x minivariant=5.4 x mini2026.050235APWAvariant=5.4 x nanovariant=5.4 x nano2026.050234