--- title: StatDetectLLM — Detecting AI-Generated Text with Statistical Guarantees colorFrom: blue colorTo: pink sdk: docker app_port: 8501 tags: - streamlit pinned: true license: apache-2.0 emoji: 🚀 short_description: A cheap yet powerful detector for LLM-generated text --- ## Advantages of StatDetectLLM - ⚡ **Lightweight and cost-efficient**: Runs entirely on CPU and produces results within seconds, making it suitable for large-scale or resource-constrained deployments. - 💪 **High detection performance**: Achieves an AUC above 0.99 when detecting text generated by a wide range of state-of-the-art LLMs, including Grok, GPT, and Gemini. - 🔒 **Statistical guarantees**: Provides rigorous hypothesis-testing guarantees by controlling the test size at a user-specified nominal significance level, while maintaining detection power exceeding 90%.