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  license: apache-2.0
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  ---
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+ language:
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+ - en
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+ base_model: Qwen/Qwen3.5-9B
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+ tags:
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+ - chat
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+ library_name: transformers
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  license: apache-2.0
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  ---
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+ # CodeV-SVA-VL: Automated Hardware Assertion Generation from Natural Language Specifications and Waveform Diagrams
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+
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+ <div align="center">
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+ <a href="https://huggingface.co/wyt2000/CodeV-SVA-VL-27B"><img src="https://img.shields.io/static/v1?label=Model&message=HuggingFace&color=yellow"></a> &ensp;
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+ <a href="https://github.com/wyt2000/CodeV-SVA"><img src="https://img.shields.io/static/v1?label=Code&message=Github&color=blue"></a> &ensp;
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+ </div>
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+
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+ ## Introduction
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+
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+ We introduce CodeV-SVA-VL, a family of vision language models designed to translate natural-language verification properties and waveform diagrams into SystemVerilog Assertions (SVAs).
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+
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+ Open-Source Plan:
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+
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+ - Benchmark ✓
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+ - Model ✓
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+ - Evaluation code ✓
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+ - Paper
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+ - Dataset ✓
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+ - Data synthesis and training code
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+
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+ This repository includes the NL-Waveform-SVA training data selected by bidirectional translation and equivalence verification.
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+
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+ - **CodeV-SVA-dataset-83K-sva2wavedrom-qwen3p6-plus-diagram-wave2sva-self-verified-pass-training.jsonl**: Textual training data.
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+ - **CodeV-SVA-dataset-83K-sva2wavedrom-qwen3p6-plus-diagram-wave2sva-self-verified-pass-images.tar**: Waveform diagrams.
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+
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+
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+ ## Citation
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+
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+ ```latex
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+ @misc{wu2026qimengcodevsvatrainingspecializedllms,
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+ title={QiMeng-CodeV-SVA: Training Specialized LLMs for Hardware Assertion Generation via RTL-Grounded Bidirectional Data Synthesis},
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+ author={Yutong Wu and Chenrui Cao and Pengwei Jin and Di Huang and Rui Zhang and Xishan Zhang and Zidong Du and Qi Guo and Xing Hu},
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+ year={2026},
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+ eprint={2603.14239},
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+ archivePrefix={arXiv},
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+ primaryClass={cs.CL},
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+ url={https://arxiv.org/abs/2603.14239},
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+ }
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+ ```
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+
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+