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Looped Transformers Enhance Reasoning Through Depth Over Parameters

Reasoning with Latent Thoughts: On the Power of Looped Transformers This paper explores the potential of looped transformers—models that reuse the same layers multiple times—for reasoning tasks. It argues that depth, rather than parameter count, is the key driver of reasoning

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