diff --git a/llms/mlx_lm/LORA.md b/llms/mlx_lm/LORA.md
index 32c7c607..43765b89 100644
--- a/llms/mlx_lm/LORA.md
+++ b/llms/mlx_lm/LORA.md
@@ -223,11 +223,16 @@ data formats. Here are examples of these formats:
 ```
 
 
-The format for defining the `arguments` field in a function can vary depending on the model being used. Common formats include JSON strings and dictionaries. 
-The example provided follows the format used by [OpenAI](https://platform.openai.com/docs/guides/fine-tuning/fine-tuning-examples), which is also adopted by MistralAI [mistral-finetune](https://github.com/mistralai/mistral-finetune?tab=readme-ov-file#instruct). 
-However, in Hugging Face's [chat_template](https://huggingface.co/docs/transformers/main/en/chat_templating#a-complete-tool-use-example), a dictionary format is used.
-
-The choice of format should depend on the base model you are fine-tuning. It is recommended to refer to the documentation of the base model for detailed instructions regarding this aspect.
+The format for the `arguments` field in a function varies for different models.
+Common formats include JSON strings and dictionaries. The example provided
+follows the format used by
+[OpenAI](https://platform.openai.com/docs/guides/fine-tuning/fine-tuning-examples),
+and [Mistral
+AI](https://github.com/mistralai/mistral-finetune?tab=readme-ov-file#instruct).
+In Hugging Face's [chat
+templates](https://huggingface.co/docs/transformers/main/en/chat_templating#a-complete-tool-use-example),
+a dictionary format is used. Refer to the documentation for the model you are
+fine-tuning for more details.
 
 </details>
 
@@ -248,7 +253,7 @@ each line not expected by the loader will be ignored.
 
 > [!NOTE]
 > Each example in the datasets must be on a single line. Do not put more than
-> one example per line and do not split an example accross multiple lines.
+> one example per line and do not split an example across multiple lines.
 
 ### Hugging Face Datasets