diff --git a/README.md b/README.md
index 01934a8b27b0080c8d500d07c575d0a98e9326ca..a5dc84651f4f4f3b4d28c54abbd05ebc0047dc7e 100644
--- a/README.md
+++ b/README.md
@@ -26,19 +26,16 @@ The dataset is a list stored in a [JSON file](https://huggingface.co/datasets/Ba
   - `Dislikes`: Number of dislikes for the review.
   - `Date Bought`: The date the product was bought.
   - `Reply`: Any replies to the review.
-  - `Images`: List of image objects.
-    - `Image URL`: URL of the image.
-    - `Resized Image Directory`: Directory of the resized image.
-    - `Resized Width`: Resized image width in pixels.
-    - `Resized Height`: Resized image height in pixels.
+  - `Images`: List of image URLs associated with the review.
 - `Average Rating`: The average rating for the product.
 - `Score Counts`: The count of each rating (1 star to 5 stars) given to the product.
 - `Category`: The category of the product.
 - `Parent Category`: The parent category of the product.
 - `Root Category`: The root category of the product.
-- `Product ID` : The product ID of the product.
+- 'Product ID' : The product ID of the product.
 
 ## Example Entry
+
 ```json
 [
     {
@@ -56,9 +53,6 @@ The dataset is a list stored in a [JSON file](https://huggingface.co/datasets/Ba
                 "Images": [
                     {
                         "Image URL": "https://sg-test-11.slatic.net/other/roc/00eda86ee26b963f0078929385388a11.jpg",
-                        "Resized Image Directory": "Review Images 91/review-1400200-1-1.jpg",
-                        "Resized Width": 512,
-                        "Resized Height": 682
                     }
                 ]
             },
@@ -84,22 +78,7 @@ The dataset is a list stored in a [JSON file](https://huggingface.co/datasets/Ba
         },
         "Category": "Phone Cases",
         "Parent Category": "Trendy Mobile Accessories",
-        "Root Category": "Electronics Device",
+        "Root Category": "Electronics Device"
         "Product ID": "1400200"
     }
-]
-```
-
-## Citation
-If you use this dataset, please cite the following:
-```
-@misc{shamael2024banglishrevlargescalebanglaenglishcodemixed,
-      title={BanglishRev: A Large-Scale Bangla-English and Code-mixed Dataset of Product Reviews in E-Commerce}, 
-      author={Mohammad Nazmush Shamael and Sabila Nawshin and Swakkhar Shatabda and Salekul Islam},
-      year={2024},
-      eprint={2412.13161},
-      archivePrefix={arXiv},
-      primaryClass={cs.CL},
-      url={https://arxiv.org/abs/2412.13161}, 
-}
-```
\ No newline at end of file
+]
\ No newline at end of file
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