PCB-QA is the first QA benchmark for LLMs on printed circuit board designs, with Gemini 3 Flash Preview reaching 93% accuracy on a JSON textual representation.
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SPARC is a multi-agent system using LLM agents to synthesize, execute, and analyze physics simulations for electrical circuit diagram QA, reporting 83% accuracy and up to 58% improvement over baselines.
Survey of GenAI in PCB design lifecycle presenting taxonomy, technical challenges, and research directions.
citing papers explorer
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PCB-QA: Evaluating LLMs over the First Printed Circuit Board Design Question-Answer Dataset
PCB-QA is the first QA benchmark for LLMs on printed circuit board designs, with Gemini 3 Flash Preview reaching 93% accuracy on a JSON textual representation.
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SPARC: A Multi-Agent System for Electrical Circuit Question Answering
SPARC is a multi-agent system using LLM agents to synthesize, execute, and analyze physics simulations for electrical circuit diagram QA, reporting 83% accuracy and up to 58% improvement over baselines.
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Surveying GenAI-based Automation in Printed Circuit Board Design and Test
Survey of GenAI in PCB design lifecycle presenting taxonomy, technical challenges, and research directions.