@article{howmanyvalidationlabelsdoyouneed, title = {How Many Validation Labels Do You Need? Exploring the Design Space of Label-Efficient Model Ranking}, author = {Zhengyu Hu and Jieyu Zhang and Yue Yu and Yuchen Zhuang and Hui Xiong}, year = {2023}, eprint = {2312.01619}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2312.01619v3}, }