Update README.md

README.md

@@ -29,7 +29,7 @@ Developed at Nesa, Equivariant Encryption allows LLMs to run inference on encryp
 ## Limitations of the Community Version
 
 Due to the approximations involved, the results of this model are only expected to reproduce the results of the original model about 92% of the time with a small change in the confidence scores as well.
-This public version demonstrates that inference with our encryption scheme results in zero additional latency.  We encourage the community to benchmark the encrypted version with the original version confirm this level of fidelity.  We also invite people to compare our encrypted model weights against the original model.
+This public version demonstrates that inference with our encryption scheme results in zero additional latency.  We encourage the community to benchmark the encrypted version with the original version to confirm this level of fidelity.  We also invite people to compare our encrypted model weights against the original model.
 
 ## Running the model