Evaluating the Interpretability of Sparse Autoencoders with Concept Annotations

Jonas Klotz, Cassio F. Dantas, Pallavi Jain +2

Sparse autoencoders (SAEs) are increasingly used to extract interpretable concepts from vision and vision language models, yet existing evaluation methods largely rely on proxy met…