WebForge-Bench - Content Moderation: leaderboard

Metric: Accuracy (%) on the content moderation and compliance tasks of the 934 WebForge-Bench tasks on generated, self-contained websites with injected real-web noise, up to 50 browser actions in a Chromium GUI, final-state answer checking; multimodal setting: screenshot plus DOM; higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 10 models tracked.

Top models

#ModelScore
1Claude Sonnet 4.570.4
2Gemini 3 Pro67.2
3Kimi K2.561.6
4Gemini 3 Flash61.6
5GPT-5.258.4
6GPT-5 Mini56.8
7Qwen 3 VL 235B A22B40.8
8GPT-5 Nano29.6
9Gemini 2.5 Flash Lite28.8
10qwen3-omni-30B9.6

Interactive version: theaggregate.ai/benchmark?slug=webforge-bench-content-moderation · How It Works · Data refreshed daily, snapshot 2026-10-07.