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title: Data Protection Team | |
emoji: π | |
colorFrom: indigo | |
colorTo: indigo | |
sdk: gradio | |
sdk_version: 4.39.0 | |
app_file: app.py | |
pinned: false | |
license: mit | |
thumbnail: >- | |
https://cdn-uploads.huggingface.co/production/uploads/64964a906105da037e718533/aJsEdKX_7CHjvj9ismtAr.jpeg | |
short_description: I help educators comply with data protection regulations | |
<img src="https://i.postimg.cc/3RkhNTY9/ED-COACH-4.jpg"> | |
Data protection is paramount when using AI in a school context, but compliance can be difficult when regulations are so complex. | |
Fortunately, AI can help! | |
This space answers educators' data protection related questions and uses advanced techniques to ensure responses are reliable and actionable. | |
<img src="https://i.postimg.cc/0yHMB9W0/Screenshot-2024-07-27-at-17-18-22.png"> | |
- It optimizes the user question for retrieval with a light HyDE strategy | |
- It uses RAG to ground Llama3.1-70B answers in official GDPR, FERPA, and COPPA regulations | |
- It combines RAG with a long context approach passing the entire documents to Gemini 1.5 Pro | |
- It uses GPT-4o to synthesize the responses of these two models | |
- It equips GTP-4o with a Chain-of-Thought system message and instructs it to detects inconsistences / potential hallucinations | |
Simple experiments using Claude 3.5 Sonnet as a judge indicate that this approach improves the quality of responses by 5%-10% | |
compared to a Custom GPT. | |
The space is password-protected, but you can | |
- Duplicate it and set your own API keys as secret | |
- Edit the reference documents in app.py if you want to use different / additional regulations | |
- And even duplicate [this other space](https://huggingface.co/spaces/jeremierostan/Claude_as_a_Judge) if you want to compare its performance | |
to a Custom GPT such as [this one](https://chatgpt.com/g/g-c9WGlOr9m-data-protection-coach). | |