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Fig. 6 shows human raters' judg- ment of latent interpretability for each investi- gated SAE architecture. Fig. 7 shows the Pearson correlation between the language model (LM) simulated activations based on LM-generated ex- planations and the ground truth activation values. On both metrics, ...