UVMarvel: an Automated LLM-aided UVM Machine for Subsystem-level RTL Verification
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Abstract (arXiv)
Verification presents a major bottleneck in Integrated Circuit (IC) development, consuming nearly 70% of total effort. While the Universal Verification Methodology (UVM) improves reuse through structured verification environments, constructing subsystem-level UVM testbenches and generating high-quality stimuli still require extensive manual coding, repeated EDA tool runs, and deep protocol and micro-architectural expertise. We present UVMarvel, an automated verification framework that leverages Large Language Models (LLMs) to build UVM testbenches for subsystem-level RTL. UVMarvel introduces an Intermediate Representation (IR) and a Bus Protocol Library to translate heterogeneous specifications into protocol-correct subsystem-level UVM testbenches, and employs a Signal Tracker and a Verilog Patching Library to guide LLM-based stimuli refinement. UVMarvel is the first framework capable of automatically constructing subsystem-level UVM testbenches across mainstream bus protocols, and it achieves an average code coverage of 95.65%, while reducing verification time from several human working days to a 4.5-hour automated execution.
Key facts. Cited by 4 papers in the map (data through 14 Oct 2026). First posted on arXiv 6 May 2026.
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Citing papers per year: 2026: 4.
4 papers.
- 2026Agentic Electronic Design Automation: A Handoff Perspectivecited by 0
- 2026AgentDV: Closed-Loop Agentic AI for Hardware Design Verificationcited by 0
- 2026BEHAVE: Functional Behavior Modeling Enables Self-Improving Agents for Hardware Design and Verificationcited by 0
- 2026A Survey on LLM-Integrated Hardware Design Verificationcited by 0
- 2026A Survey on LLM-Integrated Hardware Design Verification6 Oct 2026
- 2026BEHAVE: Functional Behavior Modeling Enables Self-Improving Agents for Hardware Design and Verification28 Sep 2026
- 2026AgentDV: Closed-Loop Agentic AI for Hardware Design Verification27 Aug 2026
- 2026Agentic Electronic Design Automation: A Handoff Perspective18 Jun 2026