SPARC: A Multi-Agent System for Electrical Circuit Question Answering

SPARC is a newly introduced multi-agent system designed for electrical circuit question answering, leveraging executable physics-based simulations for enhanced reasoning. It employs LLM agents to create, execute, and analyze simulation programs, achieving an accuracy of 83%, which represents up to a 58% absolute improvement over existing baselines. This advancement is significant for practitioners as it facilitates more reliable and accurate responses to complex circuit-related queries, while also enabling systematic error diagnosis.