How Pruning Reshapes Features: Sparse Autoencoder Analysis of Weight-Pruned Language Models

Hector Borobia, Elies Seguí-Mas, Guillermina Tormo-Carbó

Weight pruning is a standard technique for compressing large language models, yet its effect on learned internal representations remains poorly understood. We present the first sys…