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verilog-generation llm-code-generation hardware-design fine-tuning multi-agent benchmark

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VeriMoA's Intermediate-Language Detour Contradicts the Fine-Tuning Orthodoxy in LLM-Based Verilog Pipelines

VeriMoA routes specs through C++ and Python before Verilog, gaining 15-30% Pass@1 without fine-tuning and challenging whether HDL training pipelines are load-bearing.
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