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license: apache-2.0
language:
  - en
tags:
  - semiconductor

ChipExpert-8B-Instruct

The First Open-Source Integrated-Circuit-Design-Specific Large Language Model.

💻Github

Introduction:

ChipExpert is the first open-source, instructional LLM dedicated to the Integrated-Circuit-Design industry, covering knowledge across multiple sub-domains, including analog circuits, digital circuits, radio frequency (RF), semiconductor devices, electronic design automation (EDA), system-on-chip (SoC), computing-in-memory, and more. This model aims to provide teaching assistant services for students in the field of IC to learn fundamental knowledge, engineers to inquire about technical details, and researchers to investigate cutting-edge papers and research topics. The ultimate goal of this model is to help the integrated circuit industry reduce the learning barrier and lower the training costs.

Key Features:

  • The first Large Language Model (LLM) in the IC design field.
  • A professional corpus covering ten specialized areas of IC design.
  • Achieves superior performance in both foundational and cutting-edge knowledge compared to general LLMs.

Contributions

This project is the result of a collaborative effort:

Ning Xu1,2    Zhaoyang Zhang1,2    Lei Qi1,2    Wensuo Wang1    Chao Zhang1    Zihao Ren2
Huaiyuan Zhang2    Yanqi Zhang2    Zhichao Liu2    Xing Wang2    Qingwen Wei2    Shiyang Wu2
Lanlan Yang2    Xin Geng2    Yuchen Ma2    Yutong Zhang2    Mengyao Kong2
Zhican Zhang2    Shiyang Wu2    Yao Wang2    Lanlan Yang1    Chen Yang1
Qianfeng Lu2    Yiqun Ma2    Zhengxuan Wang2    Yaoyao Xu2    Chengjie Liu1
Mengyao Zhao2    Junbo Liu2    Yufan Song1    Yuejian Shi2    Jun Yang1,2

1National Center of Technology Innovation for EDA, Nanjing, China
2Southeast University, Nanjing, China

Model Description

  • Developed by: NCTIEDA (National Center of Technology Innovation for EDA) and Southeast University
    Logo University Logo
  • Model type: Instruction Model
  • Language(s): English
  • License: Apache License 2.0
  • Finetuned from model: Llama 3

Out-of-Scope Use

This is the first version of ChipExpert, more capable versions with enhanced abilities will be released soon.

Citation

If you find our work helpful, please consider citing the following paper:

@article{chipexpert2024,
  title={ChipExpert: The First Open-Source Integrated-Circuit-Design-Specific Large Language Model},
  author={Ning Xu, ZhaoyangZhang et al.},
  journal={arXiv preprint arXiv:2024.xxxxx},
  year={2024}
}

Model Card Contact