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-# PAL - Program Aided Language Model (PAL)
-Using streamlit, openai 'text-davinci-003' and Langchain to create a program aided language model. They are achieve state of the art results on math word problems. This project is a proof of concept to see if we can make an application to help people with their math problems by using a language model to help them understand the problem better.   
-
-Use an LLM -> decompose the problem into runnable steps -> run program in PY IDE -> return results to user.   
-
-Learn more by reading the [paper](https://arxiv.org/pdf/2211.10435.pdf) or visiting the [website](https://reasonwithpal.com/).   
-
-## Installation
-To install requirements, make a virtual environment and run:
-```bash
-make venv/bin/activate
-
-# activate the virtual environment
-source venv/bin/activate
-
-make install
-```
-
-## Usage
-To run the app, make sure you are in the virtual environment and run:
-```bash
-make run
-```
-
-## Contributing
-Pull requests are welcome. For major changes, please open an issue first to discuss what you would like to change. 
-
-## License
-