Shi, J.; Yue, X.; Liu, W.; Chen, Y.; Dong, F. Not All Inconsistency Is Equal: Decomposing LVLM Uncertainty into Belief Divergence and Belief Conflict. AAAI 2026, 40, 25339-25347.