Update README.md

README.md

@@ -21,6 +21,6 @@ The Phi-3-mini-4k-mango-2 is a finetune of [Phi-3-mini-4k-instruct](https://hugg
 It is a continuaton of finetuning Phi-3 (which is a great model!) to explore its properties and behaviour. More to follow.
 
 This version of the model has had its weight layers converted to Mistral format, allowing it to run within a Mistral toolset ecosystem without change or trust_remote_code.
-It seems to offer better performance than the eqivalent conversion to Llama format, which could be of interest to those waiting for finetune toolsets to update to encompass the phi-3 model.
+It seems to offer better performance than the eqivalent conversion to Llama format, which could be of interest to those using finetune toolsets yet to encompass the phi-3 model.
 
-The process was first to convert the model weight names and config, folowed by a finetune of those weights.
+The process was first to convert the model weight names and config, followed by a finetune of those weights.