diff --git a/README.md b/README.md
index 034c82f..48abcfc 100644
--- a/README.md
+++ b/README.md
@@ -11,7 +11,7 @@ To install llepe, clone the repository with the command
 $ git clone https://github.com/ANL-CEEESA/LLEPE.git
 ```
 
-Navigate into the parameter-estimation folder with 
+Navigate into the LLEPE folder with 
 ```
 cd LLEPE
 ```
@@ -66,4 +66,4 @@ Based upon work supported by funding from Argonne National Laboratory provided b
 ##Citing LLEPE
 If you use LLEPE in your research , we kindly request that you cite the package as follows:
 
-T. Quah and C. O. Iloeje, “Liquid--Liquid Extraction Thermodynamic Parameter Estimator (LLEPE) for Multicomponent Separation Systems,” in Materials Processing Fundamentals 2021, 2021, pp. 107–120, doi: https://doi.org/10.1007/978-3-030-65253-1_9.
\ No newline at end of file
+T. Quah and C. O. Iloeje, “Liquid--Liquid Extraction Thermodynamic Parameter Estimator (LLEPE) for Multicomponent Separation Systems,” in Materials Processing Fundamentals 2021, 2021, pp. 107–120, doi: https://doi.org/10.1007/978-3-030-65253-1_9.