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Rigging the lottery: Making all tickets winners

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cs.CL 1

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2025 1

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TopK Language Models

cs.CL · 2025-06-26 · conditional · novelty 6.0

A transformer LM trained with TopK activations in its hidden layers produces sparse, SAE-like internal representations without needing post-hoc sparse autoencoder training.

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  • TopK Language Models cs.CL · 2025-06-26 · conditional · none · ref 6

    A transformer LM trained with TopK activations in its hidden layers produces sparse, SAE-like internal representations without needing post-hoc sparse autoencoder training.