ah, thanks, arXiv version now shows the most updated version so you can refer to that: arxiv.org/abs/2506.23845

Position: Use Sparse Autoencoders to Discover UnknownsWhile sparse autoencoders (SAEs) have generated significant excitement, a series of negative results have added to skepticism about their usefulness. Here, we establish a conceptual distinction that r...arxiv.org