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Wen Bing

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Preprint Sep 2026

SpecLens: LLM-Based Verilog Generation with Specification-Derived Constraints via Behavioral Divergence

Large language models (LLMs) have recently shown promise in Verilog generation, but producing functionally correct RTL directly from natural-language specifications remains a highly challenging task. Existing approaches improve LLM-based Verilog generation mainly with retrieval-augmented generation (RAG), self-planning...

Wen Bing, Bing Li · 0 citations

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