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

arXiv:2609.29560v1 Announce Type: new Abstract: Reasoning-enhanced universal multimodal embeddings (UME) improve heterogeneous retrieval, but plausible rationales do not necessarily produce discriminative rankings. We study this gap by comparing the discrimina