The paper reports that removing memory actions, rollout rejection, or both lowers average F1, and that removing both retrieval and memory rewards gives the lowest ablation average.

来源：paper-fixed:page 8, Table 2

报告指标与观测值

average F1

m-ablation-full

论文报告 33.55 percentage_points

实际观测 — percentage_points

average F1

m-ablation-no-rewards

论文报告 19.94 percentage_points

实际观测 — percentage_points

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