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The Depth Control Protocol (DCP) is proposed, a diagnostic suite that disentangles three quantities of depth: truncating depth at inference time, plotting quality against retained depth fraction, and reading off the slope.
Depth-recurrent language models iteratively apply a small layer stack, decoupling per-token compute from distinct parameter count. To determine whether such a model genuinely utilizes its depth, both recurrence and layer-pruning literatures rely on a shared evaluation: truncating depth at inference time, plotting quali...
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