Update README.md

README.md

@@ -1,15 +1,19 @@
 ---
-title: AdaDetectGPT
-emoji: 🚀
-colorFrom: purple
-colorTo: blue
+title: StatDetectLLM — Detecting AI-Generated Text with Statistical Guarantees
+colorFrom: blue
+colorTo: pink
 sdk: docker
 app_port: 8501
 tags:
 - streamlit
 pinned: true
-short_description: Powerful LLM Detection
 license: apache-2.0
+emoji: 🚀
+short_description: A cheap yet powerful detector for LLM-generated text
 ---
 
-To run the web app on your local device, please run the command: `streamlit run src/app.py`.
+## 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%.