ResearchBenchmarksMemory Extraction on BEHEMOTH in-distribution (test)Memory Extraction on BEHEMOTH in-distribution (test)Follow65.72Personalization (MA)CluE32.887241.411149.93558.4589Apr 13, 2026Evaluation resultsMethodMethodLinksPersonalization (MA)Personalization (RG)Problem-Solving (MA)Problem-Solving (RG)Agentic (MA)Agentic (RG)Overall (MA)Overall (RG)CluEBackbone=Qwen3-32BBackbone=Qwen3-32B2026.0465.7212.3451.858.3935.247.2250.019.04MemEvolve2026.0463.6710.7649.491.1730.923.2547.082.11Simple2026.0458.76048.76032.460460GEPA2026.0456.592.1650.052.8637.2314.0847.525.06ACE2026.0453.734.3851.048.0433.494.9345.913.56No Memory2026.0434.15—46.52—30.36—37.84—