@article{doeshigherinterpretabilityimplybetteruti, title = {Does higher interpretability imply better utility? A Pairwise Analysis on Sparse Autoencoders}, author = {Xu Wang and Yan Hu and Benyou Wang and Difan Zou}, year = {2025}, eprint = {2510.03659}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2510.03659}, }