@article{positionmechanisticinterpretabilityshoul, title = {Position: Mechanistic Interpretability Should Prioritize Feature Consistency in SAEs}, author = {Xiangchen Song and Aashiq Muhamed and Yujia Zheng and Lingjing Kong and Zeyu Tang and Mona T. Diab and Virginia Smith and Kun Zhang}, year = {2025}, eprint = {2505.20254}, archivePrefix = {arXiv}, url = {https://arxiv.org/abs/2505.20254v1}, }