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Across three independent inference seeds with the trained checkpoint and evaluation settings fixed, JAM’s sample standard deviation is below 1.5 points on all four benchmarks (range 0.31–1.34). Variability is lower on LongMemEval and LoCoMo than on NarrativeQA and HotpotQA. · CiteArk