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Muhammad Usama

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#machine learning Preprint Sep 2026

The System Prompt Illusion: How Instruction Preambles Modify Computation in Language Models

System prompts are the primary lever practitioners use to control language model behavior, yet what they actually do to the computation inside the transformer remains poorly understood. Across 17 instruction-tuned models spanning 8 architecture families and 1.5B to 72B parameters, we use Centered Kernel Alignment (CKA)...

Muhammad Usama, Dong Eui Chang · 0 citations

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