Update README.md

README.md

@@ -26,9 +26,9 @@ configs:
     path: data/train-*
 ---
 
-This dataset is based on the English subset of the [Cohere/wikipedia-2023-11-embed-multilingual-v3](https://huggingface.co/datasets/Cohere/wikipedia-2023-11-embed-multilingual-v3) 
-dataset and contains both `ubinary` and `int8` embeddings of the text, created with the [mixedbread-ai/mxbai-embed-large-v1](https://huggingface.co/mixedbread-ai/mxbai-embed-large-v1) 
-embedding model. The dataset contains the following columns:
+This dataset is an extension of the [krasserm/wikipedia-2023-11-en-text](https://huggingface.co/datasets/krasserm/wikipedia-2023-11-en-text)
+dataset, with additional columns containing `ubinary` and `int8` embeddings of the text, created with the [mixedbread-ai/mxbai-embed-large-v1](https://huggingface.co/mixedbread-ai/mxbai-embed-large-v1) 
+embedding model. The dataset has the following columns:
 
 - `_id`: unique identifier of the Wikipedia text chunk
 - `title`: title of the Wikipedia article
@@ -36,11 +36,3 @@ embedding model. The dataset contains the following columns:
 - `text`: text chunk of the Wikipedia article
 - `emb_ubinary`: `binary` embeddings of the Wikipedia text chunk
 - `emb_int8`: `int8` embeddings of the Wikipedia text chunk
-
-You can load the dataset with:
-
-```python
-from datasets import load_dataset
-
-dataset = load_dataset("krasserm/wikipedia-2023-11-en-embed-mxbai-int8-binary", split="train")
-```