Update README.md

README.md

@@ -1,23 +1,23 @@
 ![image of llama engineer](https://i.imgur.com/JlhW0ri.png)
 
-## Llama-Engineer-Evol-7B
+# Llama-Engineer-Evol-7B
 
 This is a version of Meta's chat instruction-tuned Llama 2 further fine-tuned on over 80,000 coding samples. 
 
-The dataset is a combination of [Evol-Instruct-Code-80k-v1](https://huggingface.co/datasets/nickrosh/Evol-Instruct-Code-80k-v1) from [nikrosh](https://huggingface.co/nickrosh), a replication of the Evol-Instruct-Code as described in the WizardCoder Paper, and [Teknium](https://huggingface.co/teknium)'s [GPTeacher](https://github.com/teknium1/GPTeacher/blob/main/Codegen/codegen-instruct.json). Special thanks to these folks for putting these datasets together.
+The dataset is a combination of [Evol-Instruct-Code-80k-v1](https://huggingface.co/datasets/nickrosh/Evol-Instruct-Code-80k-v1) from [nikrosh](https://huggingface.co/nickrosh), a replication of the Evol-Instruct-Code as described in the [WizardCoder](https://arxiv.org/pdf/2306.08568.pdf) paper, and [Teknium](https://huggingface.co/teknium)'s [GPTeacher](https://github.com/teknium1/GPTeacher/blob/main/Codegen/codegen-instruct.json). Special thanks to these folks for putting these datasets together.
 
 
-### Prompt Format
-The reccomended model usage is a variant of the standard Llama 2 format:
+## Prompt Format
+The reccomended model prompt is a variant of the standard Llama 2 format:
 ```
 [INST] <<SYS>>
-You are a helpful programming assistant. Always answer as helpfully as possible. Be direct in your response and get to the answer right away. Responses should be short.
+You are a programming assistant. Always answer as helpfully as possible. Be direct in your response and get to the answer right away. Responses should be short.
 <</SYS>>
 {your prompt}[/INST]
 ```
 
 
-### Next Steps
+## Next Steps
 - Prune the dataset and possibly fine-tune for longer.
 - Run benchmarks.
 - Provide GGML and GPTQ.