@article{mmembr1reasoningenhancedmultimodalembedd, title = {MMEmb-R1: Reasoning-Enhanced Multimodal Embedding with Pair-Aware Selection and Adaptive Control}, author = {Yuchi Wang and Haiyang Yu and Weikang Bian and Jiefeng Long and Xiao Liang and Chao Feng and Hongsheng Li}, year = {2026}, eprint = {2604.06156}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2604.06156}, }