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.

condition: full model · aggregation: average across seven benchmarks · model_variant: Qwen2.5-3B

condition: without retrieval and memory rewards · aggregation: average across seven benchmarks · model_variant: Qwen2.5-3B