BrowseSafe++ Markdown - F1: leaderboard
BrowseSafe++ v1 uses paired attack/control webpages. Detection receives one page view without the task, outcome, or injection annotations. Markdown inputs are limited to 40k characters. Temperature is 0 when supported; other parameters use provider defaults. Prompted models remain separate from the trained 0.8B BrowseSafeGuard. The study of three text views and the screenshot-vision study are independent. Adaptive attack success uses a fixed native attacker budget and target-model configuration; lower attack success rate (ASR) is better. Task harnesses are not aliased to native base checkpoints. Fable’s answered-only subset is excluded from the full population; the all-request policy row is retained. Metric: F1 (%).
Metric: F1 (%). Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 17 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | BrowseSafe++ detector BrowseSafe-Guard | 93.26 | |
| 2 | BrowseSafe++ detector GPT-6 Astra | 91.3 | |
| 3 | BrowseSafe++ detector Gemini 3.1 Pro | 90.07 | |
| 4 | BrowseSafe++ detector Claude Sonnet 5 | 89.54 | |
| 5 | BrowseSafe++ detector Qwen 3.7 Max | 89.29 | |
| 6 | BrowseSafe++ detector GPT-5.5 | 88.96 | |
| 7 | BrowseSafe++ detector Claude Fable 5.1 (all) † | 87.17 | |
| 8 | BrowseSafe++ detector Jev 1.13 | 86.98 | |
| 9 | BrowseSafe++ detector Claude Opus 5.5 | 84.89 | |
| 10 | BrowseSafe++ detector Gemini 3.1 Flash-Lite | 79.51 |
Interactive version: theaggregate.ai/benchmark?slug=browsesafe-plus-plus-markdown-f1 · How It Works · Data refreshed daily, snapshot 2026-10-28.