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inference/README.md

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 # Inference
 
-So far, we have provided support for three methods of inference:
+This folder contains inference examples for Llama 2. So far, we have provided support for three methods of inference:
 
 1. [inference script](inference.py) script provides support for Hugging Face accelerate and PEFT fine tuned models.