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LLM Agents for Low-Resource Hardware Description Languages

An LLM-neutral coding agent (HDLAgent) that helps off-the-shelf large language models generate code in hardware description languages with little training data, by combining a concise difference-focused HDL summary, curated few-shot examples, and iterative grounding on compiler errors, all without fine-tuning.

Data Text

2501.00642

Hardware description languages (HDLs) such as Verilog specify digital hardware, but newer HDLs like Chisel, PyRTL, and DSLX have little training data, so off-the-shelf large language models generate …