Update README.md

README.md

@@ -67,7 +67,7 @@ We recommend using our library [teapotai](https://pypi.org/project/teapotai/) to
 ---
 
 
-### 1. General Question Answering (QA)
+### 1. General Question Answering (QnA)
 
 Teapot can be used for general question answering based on a provided context. The model is optimized to respond conversationally and is trained to avoid answering questions that can't be answered from the given context, reducing hallucinations.
 
@@ -86,7 +86,10 @@ It stands at a height of 330 meters and is one of the most recognizable structur
 
 teapot_ai = TeapotAI()
 
-answer = teapot_ai.query(query="What is the height of the Eiffel Tower?", context=context)
+answer = teapot_ai.query(
+    query="What is the height of the Eiffel Tower?", 
+    context=context
+)
 print(answer) # => "The Eiffel Tower stands at a height of 330 meters. "
 ```
 
@@ -102,7 +105,10 @@ The Eiffel Tower is a wrought iron lattice tower in Paris, France. It was design
 
 teapot_ai = TeapotAI()
 
-answer = teapot_ai.query(query="What is the height of the Eiffel Tower?", context=context)
+answer = teapot_ai.query(
+    query="What is the height of the Eiffel Tower?", 
+    context=context
+)
 print(answer) # => "I don't have information on the height of the Eiffel Tower."
 ```
 
@@ -201,7 +207,10 @@ class ApartmentInfo(BaseModel):
 teapot_ai = TeapotAI()
 
 # Extract the apartment details
-extracted_info = teapot_ai.extract(ApartmentInfo, context=apartment_description)
+extracted_info = teapot_ai.extract(
+    ApartmentInfo, 
+    context=apartment_description
+)
 print(extracted_info) # => ApartmentInfo(rent=2500.0 bedrooms=2 bathrooms=1 phone_number='555-123-4567')
 ```