With GPT-5.4 as executor, transferred RL-trained JITMEM reports 86.7 ALFWorld success rate, 53.8 WebShop score, and 45.4 WebShop success rate, while prompted JITMEM-gpt reports 83.3, 57.0, and 47.5 respectively; JITMEM-base with the weaker Qwen3-8B curator exceeds the listed stronger-curator write-time baselines on ALFWorld.

来源：paper:PDF p. 6, Table 1, GPT-5.4 executor block