VeriGRAG: Enhancing LLM-Based Verilog Code Generation with Structure-Aware Soft Prompts.

arXiv:2510.15914v2 Announce Type: replace-cross Abstract: Large language models (LLMs) have demonstrated remarkable capabilities in generating Verilog code from natural language descriptions. However, Verilog code inherently encodes the structural characterist