Update README.md

README.md

@@ -15,7 +15,7 @@ pipeline_tag: text-generation
 
 ## Model Description
 
-This model is a fine-tuned version of Meta's Llama 3.2 3B (Base) that has been specially trained to generate high-quality thought processes before producing answers. The model underwent 4 rounds of specialized fine-tuning using a novel thought-chain ranking approach.
+This model is a fine-tuned version of Meta's Llama 3.2 3B (Base) that has been specially trained to generate high-quality thought processes before producing answers. The model underwent 4 rounds of specialized fine-tuning using a thought-chain ranking approach.
 
 ### Training Process
 
@@ -136,7 +136,6 @@ If you use this model in your research, please cite:
   title={Thought-Ranked Llama 3.2: Fine-tuning Language Models with Ranked Thought Chains},
   author={[Eric Florenzano]},
   year={2024},
-  publisher={GitHub},
   howpublished={\url{https://huggingface.co/ericflo/Llama-3.2-3B-COT}}
 }
 ```