#rtl-generation News & Analysis

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

2 articles

AINeutralarXiv – CS AI · Jun 96/10

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RTL-BenchLS: A Large-Scale Benchmark for RTL Reasoning and Generation with Large Language Models

Researchers introduce RTL-BenchLS, a large-scale benchmark containing over 10,000 formally verified Verilog designs for evaluating large language models on hardware design tasks. The benchmark addresses limitations of existing datasets through three novel self-supervised tasks beyond specification-to-RTL generation, with top models achieving only 12-28% accuracy, demonstrating substantial room for improvement in LLM-based hardware automation.

AINeutralarXiv – CS AI · Apr 206/10

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HYPERHEURIST: A Simulated Annealing-Based Control Framework for LLM-Driven Code Generation in Optimized Hardware Design

HYPERHEURIST introduces a simulated annealing control framework that enhances LLM-generated hardware design by treating outputs as optimization candidates rather than final products. The system combines functional validation through compilation and simulation with Power-Performance-Area optimization, demonstrating more stable results than single-pass LLM generation across eight benchmarks.