Update README.md

README.md

@@ -74,7 +74,8 @@ Suffix (space after colon):
 ```
 <|end_of_turn|>\nAssistant: 
 ```
-### Oobabooga's webui instructions can be found further down the page
+
+**Oobabooga's text-generation-webui instructions can be found [further down the page](https://huggingface.co/Open-Orca/OpenOrcaxOpenChat-Preview2-13B#serving-with-oobabooga--text-generation-webui).**
 
 
 # Evaluation
@@ -154,6 +155,8 @@ Pre-quantized models are now available courtesy of our friend TheBloke:
 * **GGML**: https://huggingface.co/TheBloke/OpenOrcaxOpenChat-Preview2-13B-GGML
 * **GPTQ**: https://huggingface.co/TheBloke/OpenOrcaxOpenChat-Preview2-13B-GPTQ
 
+The serving instructions below only apply to the unquantized model being presented in the repository you are viewing here.
+There are some notes, such as on use of the prompt format, that will still apply to the quantized models though.
 
 ## Serving with OpenChat
 
@@ -200,7 +203,9 @@ For "`Bot string`" ...
 ```
 Assistant:
 ```
-For "`Context`", it is not necessary but we have found good results with ...
+For "`Context`", this is analogous to system prompt.
+It is not necessary, but we have found good results with the below example.
+System prompts used in the Orca training also work well. ...
 ```
 You are a helpful assistant. Please answer truthfully and write out your thinking step by step to be sure you get the right answer. If you make a mistake or encounter an error in your thinking, say so out loud and attempt to correct it. If you don't know or aren't sure about something, say so clearly. You will act as a professional logician, mathematician, and physicist. You will also act as the most appropriate type of expert to answer any particular question or solve the relevant problem; state which expert type your are, if so. Also think of any particular named expert that would be ideal to answer the relevant question or solve the relevant problem; name and act as them, if appropriate.
 ```