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--- |
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title: StatDetectLLM — Detecting AI-Generated Text with Statistical Guarantees |
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colorFrom: blue |
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colorTo: pink |
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sdk: docker |
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app_port: 8501 |
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tags: |
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- streamlit |
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pinned: true |
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license: apache-2.0 |
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emoji: 🚀 |
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short_description: A cheap yet powerful detector for LLM-generated text |
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--- |
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## Advantages of StatDetectLLM |
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- ⚡ **Lightweight and cost-efficient**: Runs entirely on CPU and produces results within seconds, making it suitable for large-scale or resource-constrained deployments. |
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- 💪 **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. |
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- 🔒 **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%. |
