Update README.md

README.md

@@ -6,15 +6,18 @@ language:
 - en
 ---
 
-## Samantha
+# Samantha
 
-### Technical notes
+## Technical notes
 
 This model is trained on a specialized dataset and uses special sentinel tokens to demarcate conversations.
 
 **Important Note: These sentinels are similar to gpt2-style special tokens but they are <u>NOT</u> added as special tokens in the tokenizer.**
 
-**Concepts**:
+### Usage
+For usage, you can refer to the `chat.py` file in this repo for an example.
+
+### Concepts
 - Each conversation consists of n "sections"
 - Each section can be one of:
   + `me`: The model
@@ -24,12 +27,11 @@ This model is trained on a specialized dataset and uses special sentinel tokens
   + `information`: External information added into the context by the system running the model
 - The model and speaker sections can optionally include a name like `me (Samantha)` or `person (Dmitry)`
 
-**Tokens**:
+### Sentinel Tokens
 - `<|section|>` token marks the start of a "section"
-- `<|endsection|>` token marks the end of a "section". This is also set to be the default `EOS` token in the tokenizer
-- these are both "special" tokens and are not split up by the tokenizer
+- `<|endsection|>` token marks the end of a "section".
 
-### Example
+## Example
 
 ```
 <|section|>situation