Update README.md

Author: CodeRevolutionPlugins

README.md

@@ -2,7 +2,7 @@
 PHP BPE Text Encoder for GPT-2 / GPT-3
 
 ## About
-GPT-2 and GPT-3 use byte pair encoding to turn text into a series of integers to feed into the model. This is a PHP implementation of OpenAI's original python encoder which can be found [here](https://github.com/openai/gpt-2), the main source of inspiration for writing this encoder was the NodeJS version of this encoder, found [here](https://github.com/latitudegames/GPT-3-Encoder).
+GPT-2 and GPT-3 use byte pair encoding to turn text into a series of integers to feed into the model. This is a PHP implementation of OpenAI's original python encoder which can be found [here](https://github.com/openai/gpt-2). The main source of inspiration for writing this encoder was the NodeJS version of this encoder, found [here](https://github.com/latitudegames/GPT-3-Encoder).
 
 You can test the results, by comparing the output generated by this script, with the [official tokenizer page from OpenAI](https://beta.openai.com/tokenizer).
 
@@ -11,7 +11,7 @@ This specific encoder is used in one of my [WordPress plugins](https://coderevol
 
 ## Usage
 
-The mbstring PHP extension is needed for this tool to work correctly (in case non-ASCII characters are present in the tokenized text: [details here on how to install mbstring](https://www.php.net/manual/en/mbstring.installation.php)
+The mbstring PHP extension is needed for this tool to work correctly (in case non-ASCII characters are present in the tokenized text): [details here on how to install mbstring](https://www.php.net/manual/en/mbstring.installation.php)
 
 
 ```php