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SystemVerilog Assertions (SVAs) play a critical role in detecting and debugging functional bugs in digital chip design. However, generating SVAs has traditionally been a manual, labor-intensive, and error-prone process. Recent advances in…

硬件体系结构 · 计算机科学 2025-05-16 Fenghua Wu , Evan Pan , Rahul Kande , Michael Quinn , Aakash Tyagi , David Kebo Houngninou , Jeyavijayan Rajendran , Jiang Hu

Formal Property Verification (FPV), using SystemVerilog Assertions (SVA), is crucial for ensuring the completeness of design with respect to the specification. However, writing SVA is a laborious task and has a steep learning curve. In this…

硬件体系结构 · 计算机科学 2024-11-26 Mohammad Shahidzadeh , Behnam Ghavami , Steve Wilton , Lesley Shannon

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

Functional verification remains a dominant cost in modern IC development, and SystemVerilog Assertions (SVAs) are critical for simulation-based monitoring and formal property checking. However, writing SVAs by hand is time-consuming and…

硬件体系结构 · 计算机科学 2026-04-14 Lik Tung Fu , Qihang Wang , Shaokai Ren , Mengli Zhang , Sichao Yang , Jun Liu , Xi Wang

Recent advancements in the field of reasoning using Large Language Models (LLMs) have created new possibilities for more complex and automatic Hardware Assertion Generation techniques. This paper introduces SANGAM, a SystemVerilog Assertion…

人工智能 · 计算机科学 2025-06-18 Adarsh Gupta , Bhabesh Mali , Chandan Karfa

Assertion-based verification (ABV) serves as a crucial technique for ensuring that register-transfer level (RTL) designs adhere to their specifications. While Large Language Model (LLM) aided assertion generation approaches have recently…

硬件体系结构 · 计算机科学 2025-09-30 Hongqin Lyu , Yonghao Wang , Yunlin Du , Mingyu Shi , Zhiteng Chao , Wenxing Li , Tiancheng Wang , Huawei Li

SystemVerilog Assertions (SVAs) are critical for verifying the correctness of hardware designs, but manually writing them from natural language property descriptions, i.e., NL2SVA, remains a labor-intensive and error-prone task. Recent…

计算与语言 · 计算机科学 2025-06-30 Weihua Xiao , Derek Ekberg , Siddharth Garg , Ramesh Karri

SystemVerilog Assertions (SVA) are essential for formal verification of digital hardware, yet their manual creation demands significant expertise in both the design under verification and temporal logic. Recent studies have explored using…

密码学与安全 · 计算机科学 2026-04-28 Nowfel Mashnoor , Hadi Kamali , Kimia Azar

SystemVerilog Assertions (SVAs) are essential for verifying Register Transfer Level (RTL) designs, as they can be embedded into key functional paths to detect unintended behaviours. During simulation, assertion failures occur when the…

硬件体系结构 · 计算机科学 2025-03-07 Jie Zhou , Youshu Ji , Ning Wang , Yuchen Hu , Xinyao Jiao , Bingkun Yao , Xinwei Fang , Shuai Zhao , Nan Guan , Zhe Jiang

While leveraging LLMs to automatically generate SystemVerilog assertions (SVAs) from natural language specifications holds great potential, existing techniques face a key challenge: LLMs often lack sufficient understanding of IC design,…

硬件体系结构 · 计算机科学 2026-02-18 Yonghao Wang , Jiaxin Zhou , Yang Yin , Hongqin Lyu , Zhiteng Chao , Wenchao Ding , Jing Ye , Tiancheng Wang , Huawei Li

Generating SystemVerilog Assertions (SVAs) from natural language specifications remains a major challenge in formal verification (FV) due to the inherent ambiguity and incompleteness of specifications. Existing LLM-based approaches, such as…

人工智能 · 计算机科学 2025-05-16 Yunsheng Bai , Ghaith Bany Hamad , Syed Suhaib , Haoxing Ren

Formal Verification (FV) relies on high-quality SystemVerilog Assertions (SVAs), but the manual writing process is slow and error-prone. Existing LLM-based approaches either generate assertions from scratch or ignore structural patterns in…

硬件体系结构 · 计算机科学 2026-03-20 Saeid Rajabi , Chengmo Yang , Satwik Patnaik

LLMs can generate SystemVerilog assertions (SVAs) from natural language specs, but single-pass outputs often lack functional coverage due to limited IC design understanding. We propose CoverAssert, an iterative framework that clusters…

硬件体系结构 · 计算机科学 2026-04-14 Yonghao Wang , Yang Yin , Hongqin Lyu , Jiaxin Zhou , Zhiteng Chao , Mingyu Shi , Wenchao Ding , Yunlin Du , Jing Ye , Tiancheng Wang , Huawei Li

RTL implementations frequently lack up-to-date or consistent specifications, making comprehension, maintenance, and verification costly and error-prone. While prior work has explored generating specifications from RTL using large language…

硬件体系结构 · 计算机科学 2026-03-04 Fu-Chieh Chang , Yu-Hsin Yang , Hung-Ming Huang , Yun-Chia Hsu , Yin-Yu Lin , Ming-Fang Tsai , Chun-Chih Yang , Pei-Yuan Wu

Assertion-based verification (ABV) is a critical method to ensure logic designs comply with their architectural specifications. ABV requires assertions, which are generally converted from specifications through human interpretation by…

硬件体系结构 · 计算机科学 2024-11-25 Zhiyuan Yan , Wenji Fang , Mengming Li , Min Li , Shang Liu , Zhiyao Xie , Hongce Zhang

The recent advancements in text-to-image generative models have been remarkable. Yet, the field suffers from a lack of evaluation metrics that accurately reflect the performance of these models, particularly lacking fine-grained metrics…

计算机视觉与模式识别 · 计算机科学 2024-10-11 Zhiyu Tan , Xiaomeng Yang , Luozheng Qin , Mengping Yang , Cheng Zhang , Hao Li

Large language models (LLMs) can generate executable code from natural language descriptions, but the resulting programs frequently contain bugs due to hallucinations. In the absence of formal specifications, existing approaches attempt to…

软件工程 · 计算机科学 2026-03-31 Yihan Dai , Sijie Liang , Haotian Xu , Peichu Xie , Sergey Mechtaev

Assertion-based verification (ABV) is a critical method for ensuring design circuits comply with their architectural specifications, which are typically described in natural language. This process often requires human interpretation by…

硬件体系结构 · 计算机科学 2026-02-26 Wenji Fang , Mengming Li , Min Li , Zhiyuan Yan , Shang Liu , Hongce Zhang , Zhiyao Xie

Program verification is a formal technique to rigorously ensure the correctness and fault-freeness of software systems. However, constructing comprehensive interprocedural specifications for full verification obligations is time-consuming…

软件工程 · 计算机科学 2026-04-24 Lezhi Ma , Shangqing Liu , Yi Li , Qiong Wu , Han Wang , Lei Bu

Large Language Models (LLMs) have demonstrated promising capabilities in generating Verilog code from module specifications. To improve the quality of such generated Verilog codes, previous methods require either time-consuming manual…

硬件体系结构 · 计算机科学 2025-02-04 Zhuorui Zhao , Ruidi Qiu , Ing-Chao Lin , Grace Li Zhang , Bing Li , Ulf Schlichtmann
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