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#verilog News & Analysis

4 articles tagged with #verilog. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

4 articles
AINeutralarXiv – CS AI · 5d ago6/10
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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.

AIBullisharXiv – CS AI · Jun 46/10
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StepPRM-RTL: Stepwise Process-Reward Guided LLM Fine-Tuning for Enhanced RTL Synthesis

Researchers introduce StepPRM-RTL, a framework that enhances LLM-based RTL code generation for hardware design by combining stepwise trajectory modeling, process-reward models, and retrieval-augmented fine-tuning. The system achieves over 10% improvement in functional correctness compared to prior methods, advancing automation in hardware design workflows.

AIBullisharXiv – CS AI · Apr 66/10
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InCoder-32B-Thinking: Industrial Code World Model for Thinking

Researchers introduce InCoder-32B-Thinking, an AI model trained with Error-driven Chain-of-Thought (ECoT) framework and Industrial Code World Model (ICWM) for industrial software development. The model generates reasoning traces for hardware-constrained programming and achieves top-tier performance on 23 benchmarks, scoring 81.3% on LiveCodeBench v5 and 84.0% on CAD-Coder.