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The authors' reproduced no-memory baselines are at or below the SkillOS-reported values. For Qwen3-8B, thinking mode is closer on ALFWorld, non-thinking is closer on WebShop, and WebShop additionally uses calibrated search guidance because the reported no-memory result could not otherwise be fully reproduced. · CiteArk