@article{enhancingmultimodallargelanguagemodels, title = {From Training-Free to Adaptive: Empirical Insights into MLLMs' Understanding of Detection Information}, author = {Qirui Jiao and Daoyuan Chen and Yilun Huang and Yaliang Li and Ying Shen}, year = {2024}, eprint = {2401.17981}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2401.17981v3}, }