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#hardware-verification News & Analysis

2 articles tagged with #hardware-verification. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles
AIBullisharXiv – CS AI · Feb 276/106
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LLM4Cov: Execution-Aware Agentic Learning for High-coverage Testbench Generation

Researchers have developed LLM4Cov, an offline learning framework that enables AI agents to generate high-coverage hardware verification testbenches without expensive online reinforcement learning. A compact 4B-parameter model achieved 69.2% coverage pass rate, outperforming larger models by demonstrating efficient learning from execution feedback in hardware verification tasks.