diff --git a/README.md b/README.md
index 9f5d89a..69ae97a 100644
--- a/README.md
+++ b/README.md
@@ -50,7 +50,7 @@ Some notes about the `train` command:
 
 - The `--data` flag is used to pass your dataset to axolotl. This dataset is then written to the `datasets.path` as specified in your config file. If you already have a dataset at `datasets.path`, you must be careful to also pass the same path to `--data` to ensure the dataset is correctly loaded.
 - Unlike axolotl, you cannot pass additional flags to the `train` command. However, you can specify all your desired options in the config file instead.
-- The `--no-mergre-lora` will prevent the Lora adapter weights from being merged into the base model weights.
+- `--no-mergre-lora` will prevent the LoRA adapter weights from being merged into the base model weights.
 - This example training script is opinionated in order to make it easy to get started.  For example, a LoRA adapter is used and merged into the base model after training. 
 
 
@@ -219,4 +219,4 @@ Make sure your `modal` client >= 0.55.4164 (upgrade to the latest version using
 
 > AttributeError: 'Accelerator' object has no attribute 'deepspeed_config'
 
-Try removing the `wandb_log_model` option from your config. See [#4143](https://github.com/microsoft/DeepSpeed/issues/4143).
\ No newline at end of file
+Try removing the `wandb_log_model` option from your config. See [#4143](https://github.com/microsoft/DeepSpeed/issues/4143).