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The authors compare how output representation affects language-model generation of register-transfer-level hardware code. Their bounded task is generating SECDED error-correcting memory wrappers under formally checkable correctness conditions.

The preprint argues that representation choices can matter more than the model training regime for this task. Its conclusions concern the studied RTL generation setup and do not establish general autonomous chip design.