Update README.md

README.md

@@ -23,20 +23,22 @@ inference:
 # **REXzyme: A Translation Machine for the Generation of New-to-Nature Enzymes**
 **Work in Progress**
 
-REXzyme (Reaction to Enzyme) (manuscript in preparation) is a translation machine for the generation of enzymes that catalize user-defined reactions.
+REXzyme (Reaction to Enzyme) (manuscript in preparation) is a translation machine, similar to Google Translator,
+for the generation of enzymes that catalize user-defined reactions.
 
 ![Inference of REXzyme](./REXzyme.png)
 
 It is possible to provide fine-grained input at the substrate level. 
 Akin to how translation machines have learned to translate between complex language pairs with great success, 
-often diverging in their representation at the character level, (Japanese - English), we posit that an advanced architecture will
-be able to translate between the chemical and sequence spaces. REXzyme was trained on a set of 2480 reactions and ~32M enzyme pairs and it produces
-sequences that putatitely perform their intended reactions.
+often diverging in their representation at the character level (Japanese - English), we posit that an advanced architecture will
+be able to translate between the chemical and sequence spaces. REXzyme was trained on a set of 2480 reactions 
+and ~32M enzyme pairs and it produces sequences that are predicted to perform their intended reactions.
 
-To run it, you will need to provide a reaction in the SMILE format (Simplified molecular-input line-entry system), which you can do online here: https://cactus.nci.nih.gov/chemical/structure.
+To run it, you will need to provide a reaction in the SMILE format
+(Simplified molecular-input line-entry system), which you can do online here: https://cactus.nci.nih.gov/chemical/structure.
 
-After converting each of the reaction components you should combine them in the following scheme : ```ReactantA.ReactantB>AgentA>ProductA.ProductB```<br/>
-Additionally prepend the task suffix ```r2s``` and append the eos token ```</s>```
+After converting each of the reaction components you should combine them in the following scheme: ```ReactantA.ReactantB>AgentA>ProductA.ProductB```<br/>
+Additionally prepending the task suffix ```r2s``` and append the eos token ```</s>```
 e.g. for the carbonic anhydrase ```r2sO.COO>>HCOOO.[H+]</s>```
 
 or via this simple python script: