8

253035Accuracy (%)+CLoT (Ours)+PLoT+CoT-SC+CoT Qwen-VL3T14T15T2Rank2T1253545Accuracy (%)39.823.625.927.423.225303520Accuracy (%)17.522.512.5Accuracy (%)NDCG (%)61635950.524.027.426.027.935.120.422.422.623.122.711.511.914.911.964.461.362.859.762.2(a) Cat(b) Cat Mask(c) Cat-Cloud(d) Human-Cloud302520Acc. (%)Qwen-VLQwen-VL + CLoT (Ours)ASD ↑605652(e) Cloud Guessing Game(f) Divergent Association TaskMetricsMetricsAccuracy (%)Accuracy (%)3T14T15T23T14T15T2304040302010Weak (Ours)StrongBaseline1 Round (Ours)2 Roundsto improve its LoT ability. Then CLoT designs an ex-
plorative self-refinement that lets LLM generate more cre-
ative LoT data via exploring parallels among different con-
cepts and selects high-quality data to train itself for self-
refinement. Experimental results show the effectiveness and
generalization ability of CLoT across several creative tasks.

References
Let’sThinkOutsidetheBox