address final PR reviewer feedback

Author: mrbullwinkle

articles/cognitive-services/QnAMaker/Tutorials/adding-synonyms.md

@@ -11,7 +11,7 @@ ms.date: 06/29/2021
 
 # Improve quality of response with synonyms
 
-This tutorial will show you how you can improve the quality of your responses by using synonymns. Let's assume that users are not getting an accurate response to their queries, when they use alternate forms, synonyms or acronyms of a word. So, they decide to improve the quality of the response by using [Alterations API](/rest/api/cognitiveservices-qnamaker/QnAMaker4.0/Alterations) to add synonyms for keywords.
+This tutorial will show you how you can improve the quality of your responses by using synonyms. Let's assume that users are not getting an accurate response to their queries, when they use alternate forms, synonyms or acronyms of a word. So, they decide to improve the quality of the response by using [Alterations API](/rest/api/cognitiveservices-qnamaker/QnAMaker4.0/Alterations) to add synonyms for keywords.
 
 ## Add synonyms using Alterations API
 

articles/cognitive-services/QnAMaker/Tutorials/guided-conversations.md

@@ -11,12 +11,12 @@ ms.date: 06/29/2021
 
 # Add guided conversations with multi-turn prompts
 
- In this tutorial, we use [Surface Pen FAQ](https://support.microsoft.com/en-us/surface/how-to-use-your-surface-pen-8a403519-cd1f-15b2-c9df-faa5aa924e98) to create a knowledge base.
+ In this tutorial, we use [Surface Pen FAQ](https://support.microsoft.com/surface/how-to-use-your-surface-pen-8a403519-cd1f-15b2-c9df-faa5aa924e98) to create a knowledge base.
 
 For this example let's assume that users are asking for additional details about the Surface Pen product, particularly how to troubleshoot their Surface Pen, but they are not getting the correct answers. So, we add more prompts to support additional scenarios and guide the users to the correct answers using multi-turn prompts.
 
 ## View QnAs with context
-While creating the knowledge base for [Surface Pen FAQ](https://support.microsoft.com/en-us/surface/how-to-use-your-surface-pen-8a403519-cd1f-15b2-c9df-faa5aa924e98), we choose to enable multi-turn extraction from the source document. For more details, follow [Create multi-turn conversation from document](../how-to/multiturn-conversation.md#create-a-multi-turn-conversation-from-a-documents-structure). This lists the multi-turn prompts that are associated with QnA pairs, which can be viewed using **Show context** under **View Options**.
+While creating the knowledge base for [Surface Pen FAQ](https://support.microsoft.com/surface/how-to-use-your-surface-pen-8a403519-cd1f-15b2-c9df-faa5aa924e98), we choose to enable multi-turn extraction from the source document. For more details, follow [Create multi-turn conversation from document](../how-to/multiturn-conversation.md#create-a-multi-turn-conversation-from-a-documents-structure). This lists the multi-turn prompts that are associated with QnA pairs, which can be viewed using **Show context** under **View Options**.
 
 > [!div class="mx-imgBorder"]
 > [ ![Screenshot with view options show context outlined in red boxes]( ../media/guided-conversations/show-context.png) ]( ../media/guided-conversations/show-context.png#lightbox)

articles/cognitive-services/QnAMaker/toc.yml

@@ -129,7 +129,7 @@
     href: Tutorials/guided-conversations.md
   - name: Adding synonyms
     href: Tutorials/adding-synonyms.md
-  - name: Knowledge bases with mutliple languages
+  - name: Knowledge bases with multiple languages
     href: Tutorials/multiple-languages.md    
   - name: Customize your bot
     items: