Alignment or Integration? Rethinking Multimodal Fusion in DNA-language Foundation Models. - Yanan Li; Christina Yi Jin; Yuan Jin; Manli Luo; Tie Xu; Shuai Jiao; Wei He; Qing Zhang (CoRR, 2026)