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8 changes: 4 additions & 4 deletions README.md
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# MM-REACT: Prompting ChatGPT for Multimodal Reasoning and Action

## :fire: News
* **[2023.03.21]** We build MM-REACT, a system paradigm that integrates ChatGPT with a pool of vision experts to achieve multimodal reasoning and action.
* **[2023.03.21]** We built MM-REACT, a system paradigm that integrates ChatGPT with a pool of vision experts to achieve multimodal reasoning and action.
* **[2023.03.21]** Feel free to explore various demo videos on our [website](https://multimodal-react.github.io/)!
* **[2023.03.21]** Try our [live demo](https://huggingface.co/spaces/microsoft-cognitive-service/mm-react)!

Expand All @@ -17,7 +17,7 @@ MM-REACT allocates specialized vision experts with ChatGPT to solve challenging
* If no external experts are needed, we directly return the response to the user.

## Getting Started
MM-REACT code is bases on langchain.
MM-REACT code is based on langchain.

Please refer to [langchain](https://github.com/hwchase17/langchain) for [instructions on installation](https://github.com/hwchase17/langchain#quick-install) and [documentation](https://github.com/hwchase17/langchain#-documentation).

Expand All @@ -27,7 +27,7 @@ Please refer to [langchain](https://github.com/hwchase17/langchain) for [instruc
pip install PIL imagesize
```

### Here are the list of resources you need to set up in Azure and their environment variables
### Here is the list of resources you need to set up in Azure and their environment variables

1. Computer Vision service, for Tags, Objects, Faces and Celebrity.

Expand Down Expand Up @@ -83,7 +83,7 @@ export OPENAI_API_KEY=

Note: At the time of writing, we use and test against private endpoint. The public endpoint is now released and we plan to add support for it later.

7. Photo editting local service
7. Photo editing local service

```bash
export PHOTO_EDIT_ENDPOINT_URL="http://127.0.0.1:123/"
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