Update README.md

README.md

@@ -73,10 +73,10 @@ prediction = probability.argmax(dim=-1) # 0 for no interaction, 1 for interactio
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 ## Intended use and limitations
-We define a protein-protein interaction as physical contact that mediates chemical or conformational change, especially with non-generic function. However, due to SYNTERACTS propensity to predict false positives we believe that it identifies plausible conformational changes caused by interactions without relevance to function. Therefore, predictions by SYNTERACT should always be taken with a grain of salt and used as a means of hypothesis generation or secondary validation. 
+We define a protein-protein interaction as physical contact that mediates chemical or conformational change, especially with non-generic function. However, due to SYNTERACT's propensity to predict false positives, we believe that it identifies plausible conformational changes caused by interactions without relevance to function.
 
 ## Our lab
-The [Gleghorn lab](https://www.gleghornlab.com/) is an interdiciplinary research group at the University of Delaware that focuses on solving translational problems with our expertise in engineering, biology, and chemistry. We develop inexpensive and reliable tools to study organ development, maternal-fetal health, and drug delivery. Recently we have begun exploration into protein language models and strive to make protein design and annotation accessible.
+The [Gleghorn lab](https://www.gleghornlab.com/) is an interdisciplinary research group at the University of Delaware that focuses on solving translational problems with our expertise in engineering, biology, and chemistry. We develop inexpensive and reliable tools to study organ development, maternal-fetal health, and drug delivery. Recently we have begun exploration into protein language models and strive to make protein design and annotation accessible.
 
 ## Please cite
 @article {Hallee_ppi_2023,