Is Reasoning Always Useful? Rethinking Reasoning Utility in Universal Multimodal Embeddings

Wenxiao Fan, Jingling Fu, Luohang Liu +6

Reasoning-enhanced universal multimodal embeddings (UME) improve heterogeneous retrieval, but plausible rationales do not necessarily produce discriminative rankings. We study this…