@article{biocapexploitingsyntheticcaptionsbeyondl, title = {BioCAP: Exploiting Synthetic Captions Beyond Labels in Biological Foundation Models}, author = {Ziheng Zhang and Xinyue Ma and Arpita Chowdhury and Elizabeth G. Campolongo and Matthew J. Thompson and Net Zhang and Samuel Stevens and Hilmar Lapp and Tanya Berger-Wolf and Yu Su and Wei-Lun Chao and Jianyang Gu}, year = {2025}, eprint = {2510.20095}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2510.20095}, }