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https://api.semanticscholar.org/CorpusID:274235019

2 Pith papers cite this work. Polarity classification is still indexing.

2 Pith papers citing it

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citation-polarity summary

fields

cs.AR 2

years

2026 2

verdicts

UNVERDICTED 2

roles

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background 1

representative citing papers

Automated SVA Generation with LLMs

cs.AR · 2026-04-13 · unverdicted · novelty 5.0

SVA Generator improves semantic correctness of LLM-generated SystemVerilog Assertions by 22.7 percentage points on average for deeper properties using AST-grounded constraint injection and depth-stratified formal equivalence checking.

citing papers explorer

Showing 2 of 2 citing papers.

  • ChatSVA: Bridging SVA Generation for Hardware Verification via Task-Specific LLMs cs.AR · 2026-04-03 · unverdicted · none · ref 28

    ChatSVA achieves 96.12% functional pass rate and 82.5% coverage in SVA generation on 24 RTL designs, delivering 33 percentage point gains and 11x better coverage than prior state-of-the-art.

  • Automated SVA Generation with LLMs cs.AR · 2026-04-13 · unverdicted · none · ref 31

    SVA Generator improves semantic correctness of LLM-generated SystemVerilog Assertions by 22.7 percentage points on average for deeper properties using AST-grounded constraint injection and depth-stratified formal equivalence checking.