Update README.md

README.md

@@ -22,11 +22,11 @@ It achieves the following results on the evaluation set:
 
 ## Model description
 
-This model can categorize a given food product title into "PLANT_BASED" or "ANIMAL_BASED".
+This model can categorize a given food product title into Plant-based ("PLANT_BASED") or Animal-based("ANIMAL_BASED").
 
 ## Intended uses & limitations
 
-"whey" is an "ANIMAL_BASED" product derived from Cow's milk. Therefore it must categorized as as an ANIMAL_BASED food product.
+"whey" is an "ANIMAL_BASED" product derived from Cow's milk. Therefore it must be categorized as as an ANIMAL_BASED food product.
 
 Example usage:
 ```
@@ -35,6 +35,8 @@ from transformers import pipeline
 text = "whey"
 classifier = pipeline("text-classification", model="nish-j/food_type_classification_model")
 classifier(text)
+
+>>> [{'label': 'ANIMAL_BASED', 'score': 0.9941352605819702}]
 ```
 ## Training and evaluation data