InCoder-32B-Thinking uses error-feedback synthesized thinking traces and a code world model to reach top open-source scores on general and industrial code benchmarks including 81.3% on LiveCodeBench and 84.0% on CAD-Coder.
VeriThoughts: Enabling automated Verilog code generation using reasoning and formal verification
3 Pith papers cite this work. Polarity classification is still indexing.
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Empirical study identifies patterns in how model classes respond to structured prompts, optimization, and other techniques across two Verilog benchmarks.
A survey of LLM applications in electronic design automation and hardware security, covering opportunities, vulnerabilities, and countermeasures.
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LLMs for Secure Hardware Design and Related Problems: Opportunities and Challenges
A survey of LLM applications in electronic design automation and hardware security, covering opportunities, vulnerabilities, and countermeasures.