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README.md

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 # DocumentIQA: Document Insight Question/Answer
 
-Small demo for performing data extraction at document level using small context. 
+**Work in progress**
 
-https://github.com/lfoppiano/document-qa/assets/15426/b5dc00f2-7cd6-474f-a077-7356239cac3d
+Small demo for performing data extraction at document level using small context.
 
-This project is developed at the National Institute for Materials Science (NIMS) in Japan. 
+https://document-insights.streamlit.app/
+
+**OpenAI Key required
+**: At the moment you need the OpenAi Key to use this app. 
+Google or look for example [here](https://medium.com/geekculture/openai-a-step-by-step-guide-to-getting-your-api-key-gpt-usage-control-artificial-intelligence-2a0917c70f3f), on how to generate one.
+
+
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+This project is developed at the [National Institute for Materials Science](https://www.nims.go.jp) (NIMS) in Japan.