streamlit_backup/README.md

metadata

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%.