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README.md
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## Introduction
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Question/Answering on scientific documents using LLMs (OpenAI, Mistral, LLama2
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This application is the frontend for testing the RAG (Retrieval Augmented Generation) on scientific documents, that we are developing at NIMS.
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Differently to most of the project, we focus on scientific articles and we are using [Grobid](https://github.com/kermitt2/grobid) for text extraction instead of the raw PDF2Text converter (which is comparable with most of other solutions) allow to extract only full-text.
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**Work in progress**
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**Demos**:
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## Getting started
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- Select the model+embedding combination you want ot use (for LLama2 you must acknowledge their licence both on meta.com and on huggingface. See [here](https://huggingface.co/meta-llama/Llama-2-70b-chat-hf)).
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- Enter your API Key (Open AI or Huggingface).
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- Upload a scientific article as PDF document. You will see a spinner or loading indicator while the processing is in progress.
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- Once the spinner stops, you can proceed to ask your questions
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## Introduction
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Question/Answering on scientific documents using LLMs (OpenAI, Mistral, ~~LLama2,~~ etc..).
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This application is the frontend for testing the RAG (Retrieval Augmented Generation) on scientific documents, that we are developing at NIMS.
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Differently to most of the project, we focus on scientific articles and we are using [Grobid](https://github.com/kermitt2/grobid) for text extraction instead of the raw PDF2Text converter (which is comparable with most of other solutions) allow to extract only full-text.
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**Work in progress**
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**Demos**:
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- (on HuggingFace spaces): https://lfoppiano-document-qa.hf.space/
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- (on the Streamlit cloud): https://document-insights.streamlit.app/
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## Getting started
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- Select the model+embedding combination you want ot use ~~(for LLama2 you must acknowledge their licence both on meta.com and on huggingface. See [here](https://huggingface.co/meta-llama/Llama-2-70b-chat-hf))~~(Llama2 was removed due to API limitations).
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- Enter your API Key ([Open AI](https://platform.openai.com/account/api-keys) or [Huggingface](https://huggingface.co/docs/hub/security-tokens)).
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- Upload a scientific article as PDF document. You will see a spinner or loading indicator while the processing is in progress.
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- Once the spinner stops, you can proceed to ask your questions
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