Deliberation on Priors: Trustworthy Reasoning of Large Language Models on Knowledge Graphs. - Jie Ma 001; Ning Qu; Zhitao Gao 003; Rui Xing; Jun Liu 002; Hongbin Pei; Jiang Xie 002; Linyun Song; Pinghui Wang; Jing Tao; Zhou Su (CoRR, 2025)