Towards Principled Evaluations of Sparse Autoencoders for Interpretability and Control

Makelov, Lange, Nanda (2024)

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Tags: evaluation, benchmarks

Abstract

We develop principled evaluation methods for sparse autoencoders, measuring how well SAE features capture ground-truth concepts and enable model control.