Update README.md

README.md

@@ -2,16 +2,18 @@
 
 [![GitHub Workflow Status](https://github.com/phelps-sg/llm-cooperation/actions/workflows/tests.yaml/badge.svg)](https://github.com/phelps-sg/llm-cooperation/actions/workflows/tests.yaml)
 
-This repo contains code, explanations and results of experiments to ascertain the propensity of large-language models
-to cooperate in social dilemmas.  The experiments are described in the following papers.
 
-S. Phelps and Y. I. Russell, *Investigating Emergent Goal-Like Behaviour in Large Language Models Using Experimental
-Economics*, working paper, May 2023, [arXiv:2305.07970](https://arxiv.org/abs/2305.07970)
+This repo contains code, explanations and results of experiments to ascertain the propensity of large-language models to cooperate in social dilemmas.  The experiments are described in the following papers.
+
+
+S. Phelps and Y. I. Russell, *Investigating Emergent Goal-Like Behaviour in Large Language Models Using Experimental Economics*, working paper, May 2023, [arXiv:2305.07970](https://arxiv.org/abs/2305.07970)
 
 S. Phelps and R. Rannson, *Of Models and Tin Men - a behavioural economics study of principal-agent problems in AI alignment using large-language models*, working paper, July 2023, [arXiv:2307.11137](https://arxiv.org/abs/2307.11137)
 
+
 ## Getting started
 
+
 1. Install [mambaforge](https://github.com/conda-forge/miniforge#mambaforge).
 2. In a shell:
 ~~~bash
@@ -20,40 +22,50 @@ make install
 make run
 ~~~
 
+
 ## Configuration
 
+
 To run specific experiments and parameter combinations follow instructions below.
 
+
 1. In a shell:
 
+
 ~~~bash
 mkdir ~/.llm-cooperation
 cat > ~/.llm-cooperation/llm_config.py << EOF
 
+
 grid = {
         "temperature": [0.1, 0.6],
         "model": ["gpt-3.5-turbo", "gpt-4"],
         "max_tokens": [300]
 }
 
+
 sample_size = 3
 
+
 experiments = ["dictator", "dilemma"]
 EOF
 ~~~
 
+
 2. Edit `$HOME/.llm-cooperation/llm_config.py` with required values.
 
+
 3. In a shell:
 ~~~bash
 export OPENAI_API_KEY='<key>'
 make run
 ~~~
 
 
+
+
 ## Contributing
 
+
 If you have a new experiment then please submit a pull request.
 All code should have corresponding tests and all experiments
-should be replicable.
-