Update README.md

README.md

@@ -67,7 +67,7 @@ We used the [lm-evaluation-harness repository](https://github.com/EleutherAI/lm-
 | falcon-40b-instruct | 63.4 | 61.6 | 84.3 | 55.4 | 52.5 | | |
 
 
-### Scripts
+### Scripts for H4 Score Reproduction
 - Prepare evaluation environments:
 ```
 # clone the repository
@@ -83,9 +83,9 @@ cd lm-evaluation-harness
 ## Ethical Issues
 
 ### Ethical Considerations
-- There were no ethical issues involved, as we did not include the benchmark test set or the training set in the model's training process.
+- There were no ethical issues involved, as we did not include the benchmark test set or the training set in the model's training process
 
 ## Contact Us
 
 ### Why Upstage LLM?
-- [Upstage](https://en.upstage.ai)'s LLM research has yielded remarkable results. Our 65B model **outperforms all 65B models around the world**, positioning itself as the leading performer. Recognizing the immense potential in implementing private LLM to actual businesses, we invite you to easily apply private LLM and fine-tune it with your own data. For a seamless and tailored solution, please do not hesitate to reach out to us. ► [click here to contact](https://www.upstage.ai/private-llm?utm_source=huggingface&utm_medium=link&utm_campaign=privatellm).
+- [Upstage](https://en.upstage.ai)'s LLM research has yielded remarkable results. Our 65B model **outperforms all 65B models around the world**, positioning itself as the leading performer. Recognizing the immense potential in implementing private LLM to actual businesses, we invite you to easily apply private LLM and fine-tune it with your own data. For a seamless and tailored solution, please do not hesitate to reach out to us. ► [click here to contact](https://www.upstage.ai/private-llm?utm_source=huggingface&utm_medium=link&utm_campaign=privatellm)