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Francisco Pernice

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#artificial intelligence Preprint Oct 2026

Language Model Activations Inhabit Privileged Error-Correcting Basins

Language models exhibit remarkable robustness, continuing to produce coherent text even when their activations are perturbed by interventions like linear steering. We hypothesize that this robustness is a result of passive dynamics, i.e., constraining mechanisms in the forward pass that funnel activations toward"good"r...

Matthew Finlayson, Francisco Pernice, Eric Todd et al. · 0 citations

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