Update README.md

README.md

@@ -43,9 +43,11 @@ Conformer is a popular Neural Network for speech recognition. This repository co
 
 ## Uses
 
-You need to install ExecuTorch 1.0 with $ pip install executorch.  
+You need to install ExecuTorch 1.0 with `$ pip install executorch`.  
 
-By downloading the quantized exported graph module, you can directly call the to_edge_transform_and_lower API of ExecuTorch. This will produce a pte file for your variant of the Ethos-U. Example for producing a pte file for an Ethos-U85 with 256 MACs in Shared_Sram memory mode:  
+By downloading the quantized exported graph module, you can directly call the `to_edge_transform_and_lower` API of ExecuTorch. 
+The `to_edge_transform_and_lower` API will convert the quantized exported program to backend-specific command stream for the Ethos-U.
+The end result a pte file for your variant of the Ethos-U. 
 Below is an example script to produce a pte file for Ethos-U85 256 MAC configuration in Shared_Sram memory mode.
 ```
 import torch
@@ -94,21 +96,6 @@ if __name__ == "__main__":
 ```
 
  
-### Direct Use
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-<!-- This section is for the model use without fine-tuning or plugging into a larger ecosystem/app. -->
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-[More Information Needed]
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-[More Information Needed]
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-### Out-of-Scope Use
-
-<!-- This section addresses misuse, malicious use, and uses that the model will not work well for. -->
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-[More Information Needed]
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 ## Bias, Risks, and Limitations
 
 <!-- This section is meant to convey both technical and sociotechnical limitations. -->