diff --git a/dataset/README.md b/dataset/README.md
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--- a/dataset/README.md
+++ b/dataset/README.md
@@ -4,7 +4,7 @@ This will point to the training data we use for training various models.
 
 | Dataset                                                      | Introduction                                                 |
 | ------------------------------------------------------------ | ------------------------------------------------------------ |
-| [MLDR](https://huggingface.co/datasets/Shitao/MLDR)          | Docuemtn Retrieval Dataset, covering 13 languages            |
+| [MLDR](https://huggingface.co/datasets/Shitao/MLDR)          | Document Retrieval Dataset, covering 13 languages            |
 | [bge-m3-data](https://huggingface.co/datasets/Shitao/bge-m3-data) | Fine-tuning data used by [bge-m3](https://huggingface.co/BAAI/bge-m3) |
 | [public-data](https://huggingface.co/datasets/cfli/bge-e5data) | Public data identical to [e5-mistral](https://huggingface.co/intfloat/e5-mistral-7b-instruct) |
 | [full-data](https://huggingface.co/datasets/cfli/bge-full-data) | The full dataset we used for training [bge-en-icl](https://huggingface.co/BAAI/bge-en-icl) |