From eb7cb82f26c3fac4a985a5304b659428bdb79725 Mon Sep 17 00:00:00 2001
From: Stan Yakimov <116120530+Stanyakimov@users.noreply.github.com>
Date: Tue, 7 Nov 2023 17:34:33 +0100
Subject: [PATCH] Update README.md

---
 README.md | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/README.md b/README.md
index dbc06ee..56c9179 100644
--- a/README.md
+++ b/README.md
@@ -119,7 +119,7 @@ foreach (ChatMessage msg in chat.Messages)
 
 #### Streaming
 
-Streaming allows you to get results are they are generated, which can help your application feel more responsive.
+Streaming allows you to retrieve generated results, which can help your application feel more responsive.
 
 Using the new C# 8.0 async iterators:
 ```csharp
@@ -144,7 +144,7 @@ await chat.StreamResponseFromChatbotAsync(res =>
 ```
 
 ### Chat Endpoint Requests
-You can access full control of the Chat API by using the `OpenAIAPI.Chat.CreateChatCompletionAsync()` and related methods.
+You can have full-access control of Chat API by using the `OpenAIAPI.Chat.CreateChatCompletionAsync()` and related methods.
 
 ```csharp
 async Task<ChatResult> CreateChatCompletionAsync(ChatRequest request);
@@ -187,7 +187,7 @@ var result = await api.Completions.CreateCompletionAsync("One Two Three One Two"
 You can create your `CompletionRequest` ahead of time or use one of the helper overloads for convenience.  It returns a `CompletionResult` which is mostly metadata, so use its `.ToString()` method to get the text if all you want is the completion.
 
 #### Streaming
-Streaming allows you to get results are they are generated, which can help your application feel more responsive, especially on slow models like Davinci.
+Streaming allows you to retrieve generated results, which can help your application feel more responsive, especially on slow models like Davinci.
 
 Using the new C# 8.0 async iterators:
 ```csharp
@@ -290,7 +290,7 @@ Image edits and variations are not yet implemented.
 
 ## Azure
 
-For using the Azure OpenAI Service, you need to specify the name of your Azure OpenAI resource as well as your model deployment id.
+To use Azure OpenAI Service, you need to specify the name of your Azure OpenAI resource as well as your model deployment id.
 
 _I do not have access to the Microsoft Azure OpenAI service, so I am unable to test this functionality.  If you have access and can test, please submit an issue describing your results.  A PR with integration tests would also be greatly appreciated.  Specifically, it is unclear to me that specifying models works the same way with Azure._