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LLM agent tackles C to HLS-C conversion with novel verification workflow

Researchers have developed a novel LLM agent designed to convert standard C programs into a synthesizable subset of C (HLS-C) required for high-level synthesis toolchains. This agent addresses limitations in existing systems by formulating the conversion as a closed-loop generation-verification-diagnosis-repair process. It incorporates a Progressive Mismatch Localization Chain to pinpoint errors and a typed-query, two-stage retrieval-augmented generation system with a self-evolving repair-card pool, outperforming current state-of-the-art models in experimental results. AI

IMPACT This research could improve the efficiency and reliability of converting C code for hardware synthesis, potentially speeding up hardware design cycles.

RANK_REASON The cluster contains an academic paper detailing a new methodology for LLM agents. [lever_c_demoted from research: ic=1 ai=1.0]

Read on arXiv cs.AI →

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LLM agent tackles C to HLS-C conversion with novel verification workflow

COVERAGE [1]

  1. arXiv cs.AI TIER_1 English(EN) · Zhe Zhao, Hongbing Lang, Zhihan Xiao, Luke Ztz Hu, John Imoleayo Adebisi, Songping Mai ·

    Evidence-Driven LLM Agent for C-to-Synthesizable-C Conversion and Verification

    arXiv:2606.28409v1 Announce Type: cross Abstract: Software-compilable C programs routinely fail to complete the four-stage pipeline of a high-level synthesis (HLS) toolchain -- compilation, C simulation (CSim), synthesis, and C/RTL co-simulation (CoSim) -- because HLS accepts onl…