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@@ -3,6 +3,8 @@ This repo aims to provide a better daily digest for newly published arXiv papers
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  You can try it out at [https://huggingface.co/spaces/AutoLLM/ArxivDigest](https://huggingface.co/spaces/AutoLLM/ArxivDigest) using your own OpenAI api key.
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  ## πŸ“š Contents
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  - [What this repo does](#πŸ”-what-this-repo-does)
@@ -26,8 +28,15 @@ This repository offers a method to curate a daily digest, sorted by relevance, u
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  * The code pulls all the abstracts for papers in those categories and ranks how relevant they are to your interest on a scale of 1-10 using `gpt-3.5-turbo`.
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  * The code then emits an HTML digest listing all the relevant papers, and optionally emails it to you using [SendGrid](https://sendgrid.com). You will need to have a SendGrid account with an API key for this functionality to work.
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- ### Some examples:
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  #### Digest Configuration:
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  - Subject/Topic: Computer Science
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  ## πŸ’‘ Usage
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- ### Hugging Face
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- The easiest way to get started is at [https://huggingface.co/spaces/AutoLLM/ArxivDigest](https://huggingface.co/spaces/AutoLLM/ArxivDigest). Simply enter your [OpenAI API key](https://platform.openai.com/account/api-keys) and then fill in the configuration on the right. Note that we do not store your key.
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- ![hfexample](./readme_images/hf_example.png)
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- You can also send yourself an email of the digest by creating a SendGrid account and [api key](https://app.SendGrid.com/settings/api_keys).
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  ### Running as a github action using SendGrid (Recommended).
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  The recommended way to get started using this repository is to:
 
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  You can try it out at [https://huggingface.co/spaces/AutoLLM/ArxivDigest](https://huggingface.co/spaces/AutoLLM/ArxivDigest) using your own OpenAI api key.
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+ You can also create a daily subscription pipeline to email you the results.
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  ## πŸ“š Contents
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  - [What this repo does](#πŸ”-what-this-repo-does)
 
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  * The code pulls all the abstracts for papers in those categories and ranks how relevant they are to your interest on a scale of 1-10 using `gpt-3.5-turbo`.
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  * The code then emits an HTML digest listing all the relevant papers, and optionally emails it to you using [SendGrid](https://sendgrid.com). You will need to have a SendGrid account with an API key for this functionality to work.
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+ ### Testing it out with Hugging Face:
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+
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+ We provide a demo at [https://huggingface.co/spaces/AutoLLM/ArxivDigest](https://huggingface.co/spaces/AutoLLM/ArxivDigest). Simply enter your [OpenAI API key](https://platform.openai.com/account/api-keys) and then fill in the configuration on the right. Note that we do not store your key.
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+ ![hfexample](./readme_images/hf_example.png)
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+ You can also send yourself an email of the digest by creating a SendGrid account and [api key](https://app.SendGrid.com/settings/api_keys).
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+ ### Some examples of results:
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  #### Digest Configuration:
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  - Subject/Topic: Computer Science
 
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  ## πŸ’‘ Usage
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  ### Running as a github action using SendGrid (Recommended).
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  The recommended way to get started using this repository is to: