Update README.md

README.md

@@ -18,9 +18,9 @@ dataset_info:
     - name: sha256
       dtype: string
     - name: original_height
-      dtype: int
+      dtype: int32
     - name: original_width
-      dtype: int
+      dtype: int32
 ---
 
 # Dataset Card for DataComp-12M
@@ -32,7 +32,7 @@ We distribute the image url-text samples and metadata under a standard Creative
 Image-text models trained on DataComp-12M are significantly better than on CC-12M/YFCC-15M as well as DataComp-Small/Medium.
 
 DataComp-12M was introduced in [MobileCLIP paper](https://arxiv.org/abs/2311.17049) and along with the reinforced dataset [DataCompDR-12M](https://huggingface.co/datasets/apple/DataCompDR-12M).
-The UIDs per shards match between [mlfoundations/DataComp-12M](https://huggingface.co/datasets/mlfoundations/DataComp-12M) and [apple/DataCompDR-12M](https://huggingface.co/datasets/apple/DataCompDR-12M)
+The UIDs per shards match between [mlfoundations/DataComp-12M](https://huggingface.co/datasets/mlfoundations/DataComp-12M) and [apple/DataCompDR-12M](https://huggingface.co/datasets/apple/DataCompDR-12M).
 
 ## Terms and Conditions
 
@@ -41,7 +41,7 @@ We have terms of service that are similar to those adopted by HuggingFace (https
 
 ## Citation
 
-**[Datacomp: In search of the next generation of multimodal datasets]. (NeurIPS 2024)**
+**[DataComp: In search of the next generation of multimodal datasets](https://arxiv.org/abs/2304.14108).  (NeurIPS 2024)**
 Gadre, Samir Yitzhak, et al.
 ```
 @article{gadre2024datacomp,