VulnLLM-R (plus black-box web app security benchmark): leaderboard
Metric: F1 Score. Source: benchmarklist.com. 7 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3.1 Pro (Preview) | 0.81 |
| 2 | Claude Opus 4.7 | 0.77 |
| 3 | Claude Sonnet 4.6 | 0.74 |
| 4 | Gemini 3 Flash | 0.71 |
| 5 | GPT-5.4 | 0.71 |
Interactive version: theaggregate.ai/benchmark?slug=vulnllm-r-plus-black-box-web-app-security-benchmark · How It Works · Data refreshed daily, snapshot 2026-09-19.