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相关论文: Automatic Generation of High-Coverage Tests for RT…

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Automated test generation is essential for software quality assurance, with coverage rate serving as a key metric to ensure thorough testing. Recent advancements in Large Language Models (LLMs) have shown promise in improving test…

软件工程 · 计算机科学 2026-02-26 WeiZhe Xu , Mengyu Liu , Fanxin Kong

Optimizing Register Transfer Level (RTL) code is crucial for improving the power, performance, and area (PPA) of digital circuits in the early stages of synthesis. Manual rewriting, guided by synthesis feedback, can yield high-quality…

LLM-based RTL generation is an interesting research direction, as it holds the potential to liberate the least automated stage in the current chip design. However, due to the substantial semantic gap between high-level specifications and…

软件工程 · 计算机科学 2025-10-13 Jianan Mu , Mingyu Shi , Yining Wang , Tianmeng Yang , Bin Sun , Xing Hu , Jing Ye , Huawei Li

We present a methodology for formal verification of arithmetic RTL designs that combines sequential logic equivalence checking with interactive theorem proving. An intermediate model of a Verilog module is hand-coded in Restricted…

计算机科学中的逻辑 · 计算机科学 2020-09-30 David M. Russinoff

The automated generation of design RTL based on large language model (LLM) and natural language instructions has demonstrated great potential in agile circuit design. However, the lack of datasets and benchmarks in the public domain…

硬件体系结构 · 计算机科学 2025-03-20 Shang Liu , Yao Lu , Wenji Fang , Mengming Li , Zhiyao Xie

Time-to-market pressure and productivity gap force vendors and researchers to improve embedded system design methodology. Current used design method, Register Transfer Level (RTL), is no longer be adequate to comply with embedded system…

其他计算机科学 · 计算机科学 2010-05-07 Maman Abdurohman , Kuspriyanto , Sarwono Sutikno , Arif Sasongko

Large language model (LLM)-powered assistants are increasingly used for generating program code and unit tests, but their application in acceptance testing remains underexplored. To help address this gap, this paper explores the use of LLMs…

软件工程 · 计算机科学 2026-02-26 Margarida Ferreira , Luis Viegas , Joao Pascoal Faria , Bruno Lima

Register Transfer Level (RTL) design translates high-level specifications into hardware using HDLs such as Verilog. Although LLM-based RTL generation is promising, the scarcity of functionally verifiable high-quality data limits both…

硬件体系结构 · 计算机科学 2026-03-31 Xinyu Zhang , Zhiteng Chao , Yonghao Wang , Bin Sun , Tianyun Ma , Tianmeng Yang , Jianan Mu , Jing Justin Ye , Huawei Li

We explore the use of Large Language Models (LLMs) to generate high-quality Register-Transfer Level (RTL) code with minimal human interference. The traditional RTL design workflow requires human experts to manually write high-quality RTL…

编程语言 · 计算机科学 2024-06-04 Hanxian Huang , Zhenghan Lin , Zixuan Wang , Xin Chen , Ke Ding , Jishen Zhao

Register Transfer Level (RTL) simulation is widely used in design space exploration, verification, debugging, and preliminary performance evaluation for hardware design. Among various RTL simulation approaches, software simulation is the…

硬件体系结构 · 计算机科学 2025-08-05 Lu Chen , Dingyi Zhao , Zihao Yu , Ninghui Sun , Yungang Bao

Large Language Models (LLMs) have rapidly improved in performance across code-related tasks, making their integration into Register Transfer Level (RTL) development increasingly attractive. Mimicking the behavior of inline code assistants,…

Register-Transfer Level (RTL) verification is a primary bottleneck, consuming 60-70% of development time. While Large Language Models (LLMs) show promise for RTL automation, their performance and research focus have overwhelmingly centered…

人工智能 · 计算机科学 2025-12-10 Yujie Zhao , Zhijing Wu , Boqin Yuan , Zhongming Yu , Hejia Zhang , Wentao Ni , Chia-Tung Ho , Haoxing Ren , Jishen Zhao

The design of Systems on Chips (SoCs) is becoming more and more complex due to technological advancements. Missed bugs can cause drastic failures in safety-critical environments leading to the endangerment of lives. To overcome these…

硬件体系结构 · 计算机科学 2024-10-25 Bryan Olmos , Daniel Gerl , Aman Kumar , Djones Lettnin

Verification presents a major bottleneck in Integrated Circuit (IC) development, consuming nearly 70% of the total development effort. While the Universal Verification Methodology (UVM) is widely used in industry to improve verification…

硬件体系结构 · 计算机科学 2026-04-08 Junhao Ye , Yuchen Hu , Ke Xu , Dingrong Pan , Qichun Chen , Jie Zhou , Shuai Zhao , Xinwei Fang , Xi Wang , Nan Guan , Zhe Jiang

Despite limited success in large language model (LLM)-based register-transfer-level (RTL) code generation, the root causes of errors remain poorly understood. To address this, we conduct a comprehensive error analysis, finding that most…

硬件体系结构 · 计算机科学 2026-02-03 Jiazheng Zhang , Cheng Liu , Long Cheng , Xiaowei Li , Huawei Li

Writing SystemVerilog Assertions (SVA) is an important but complex step in verifying Register Transfer Level (RTL) designs. Conventionally, experts need to understand the design specifications and write the SVA assertions, which is…

硬件体系结构 · 计算机科学 2024-09-25 Karthik Maddala , Bhabesh Mali , Chandan Karfa

Estimating the quality of register transfer level (RTL) designs is crucial in the electronic design automation (EDA) workflow, as it enables instant feedback on key metrics like area and delay without the need for time-consuming logic…

机器学习 · 计算机科学 2025-08-27 Yi Liu , Hongji Zhang , Yiwen Wang , Dimitris Tsaras , Lei Chen , Mingxuan Yuan , Qiang Xu

Large Language Models (LLMs) are computational models capable of performing complex natural language processing tasks. Leveraging these capabilities, LLMs hold the potential to transform the entire hardware design stack, with predictions…

人工智能 · 计算机科学 2024-09-19 Mubashir ul Islam , Humza Sami , Pierre-Emmanuel Gaillardon , Valerio Tenace

C/C++/OpenCL-based high-level synthesis (HLS) becomes more and more popular for field-programmable gate array (FPGA) accelerators in many application domains in recent years, thanks to its competitive quality of results (QoR) and short…

硬件体系结构 · 计算机科学 2021-05-07 Yuze Chi , Licheng Guo , Jason Lau , Young-kyu Choi , Jie Wang , Jason Cong

Large Language Models (LLMs), such as ChatGPT, are increasingly leveraged for generating both traditional software code and spreadsheet logic. Despite their impressive generative capabilities, these models frequently exhibit critical issues…

软件工程 · 计算机科学 2025-11-27 Simon Thorne , Advait Sarkar