pith. sign in

Llm4cov: Execution-aware agentic learning for high-coverage testbench genera- tion

1 Pith paper cite this work. Polarity classification is still indexing.

1 Pith paper citing it

fields

cs.AR 1

years

2026 1

verdicts

UNVERDICTED 1

representative citing papers

HAVEN: Hybrid Automated Verification ENgine for UVM Testbench Synthesis with LLMs

cs.AR · 2026-04-30 · unverdicted · novelty 7.0

HAVEN combines LLM agents for planning and gap analysis with protocol-specific templates and a custom DSL to generate correct UVM testbenches, achieving 100% compilation success, 90.6% code coverage, and 87.9% functional coverage on 19 open-source designs across three protocols.

citing papers explorer

Showing 1 of 1 citing paper.

  • HAVEN: Hybrid Automated Verification ENgine for UVM Testbench Synthesis with LLMs cs.AR · 2026-04-30 · unverdicted · none · ref 33

    HAVEN combines LLM agents for planning and gap analysis with protocol-specific templates and a custom DSL to generate correct UVM testbenches, achieving 100% compilation success, 90.6% code coverage, and 87.9% functional coverage on 19 open-source designs across three protocols.