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Larger or alternative Memorizer backbones do not consistently improve LoCoMo F1: Qwen3.5-122B-A10B lowers it from 52.09 to 51.30, while GPT-5.5 raises it modestly to 52.62. Both increase workspace construction time; online latency and action rounds change only slightly. · CiteArk