AssertLLM2: leaderboard

Assertion-based verification (ABV) is a cornerstone of modern hardware design, yet manually translating design intent into formal SystemVerilog Assertions (SVAs) remains labor-intensive and error-prone. While Large Language Models (LLMs) show promise for automating this process, existing benchmarks remain limited by unrealistic task formulations, weak specification inputs, and oversimplified evalu

Metric: Coverage Formal (self-reported). Source: benchmarklist.com. Saturation forecast: Around April 2027. 6 models tracked.

Top models

#ModelScoreOverall rank
1Claude Sonnet 4.528.32#142
2GPT-5.227.15#110
3Gemini 2.5 Pro25.71#152
4DeepSeek V3.224.17#205
5Qwen 3 Coder Plus18.55#338
6Llama 4 Maverick12.69#464

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=assertllm2 · How It Works · Data refreshed daily, snapshot 2026-10-20.