Update README.md

README.md

@@ -5,11 +5,11 @@ library_name: peft
 
 **Overview**
 
-DerivationGeneration8B is a QLoRA fine-tuned from a quantised LLaMa-3.1-8B checkpoint on 15K (LaTeX) synthetic mathematical derivations (containing 4 - 10 equations) via a custom early stopping script using ROUGE as the validation metric. This LoRA was trained for 6 epochs, and the approach outperforms MathT5 ```https://huggingface.co/jmeadows17/MathT5-large``` in both in-distribution and perturbed evaluation cases presented in related work ```https://arxiv.org/abs/2307.09998```.
+DerivationGeneration8B is a QLoRA fine-tuned from a quantised LLaMa-3.1-8B checkpoint on 15K (LaTeX) synthetic mathematical derivations (containing 4 - 10 equations) via a custom early stopping script using ROUGE as the validation metric (total 6 epochs). This approach outperforms [MathT5](https://huggingface.co/jmeadows17/MathT5-large) in both in-distribution and perturbed evaluation cases presented in related work ```https://arxiv.org/abs/2307.09998```.
 
 **How to use**
 
-A notebook for inference is available here ```https://github.com/jmeadows17/deriving-equations-with-LLMs/blob/main/llama_evaluation.ipynb```. Training scripts are also available in the repository.
+A notebook for inference is available [here](https://github.com/jmeadows17/deriving-equations-with-LLMs/blob/main/llama_evaluation.ipynb). Training scripts are also available in the repository.
 
 **Example prompt**