Update README.md

README.md

@@ -33,8 +33,8 @@ configs:
 
 # PixMo-Points
 PixMo-Points is a dataset of images paired with referring expressions and points marking the locations the
-referring expression refers to the image. It was collect using human annotators and contain a diverse 
-range of points and expressions, with many high-frequency (10+) expression.
+referring expression refers to in the image. It was collected using human annotators and contains a diverse 
+range of points and expressions, with many high-frequency (10+) expressions.
 
 PixMo-Points is a part of the [PixMo dataset collection](https://huggingface.co/collections/allenai/pixmo-674746ea613028006285687b) and was used to 
 provide the pointing capabilities of the [Molmo family of models](https://huggingface.co/collections/allenai/molmo-66f379e6fe3b8ef090a8ca19)
@@ -50,13 +50,13 @@ data = datasets.load_dataset("allenai/pixmo-points", split="train")
 ```
 
 ## Data Format
-Images are stored as URLs that will need to be downloaded separately. Note image urls can be repeated in the data.
+Images are stored as URLs that will need to be downloaded separately. Note URLs can be repeated in the data.
 
-The `points` fields contains the x, y coordinates specified in pixels.
+The `points` field contains the x, y coordinates specified in pixels.
 
-The `label` field contains the string of name of what is being pointed at, this can be a simple object or a more complex referring expression.
+The `label` field contains the string name of what is being pointed at, this can be a simple object name or a more complex referring expression.
 
-The `collection` method field specifies whether images are chosen to target high-frequency counting ("counting") or general pointing ("pointing").
+The `collection_method` field specifies whether the image was chosen to target high-frequency counting ("counting") or general pointing ("pointing").
 
 ## Image Checking
 Image hashes are included to support double-checking that the downloaded image matches the annotated image.