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| 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%. |