diff --git a/README.md b/README.md
index 6800eb2..ff2fe9c 100644
--- a/README.md
+++ b/README.md
@@ -10,7 +10,7 @@ You can learn more about the method in the following papers
 
 Original Paper: [Jax-ReaxFF](https://pubs.acs.org/doi/10.1021/acs.jctc.2c00363)
 
-JAX-MD Integration Paprt: [End-to-End Differentiable ReaxFF](https://link.springer.com/chapter/10.1007/978-3-031-32041-5_11)
+JAX-MD Integration Paper: [End-to-End Differentiable ReaxFF](https://link.springer.com/chapter/10.1007/978-3-031-32041-5_11)
 
 ## How to Install
 Jax-ReaxFF requires JAX and jaxlib ([Jax Repo](https://github.com/google/jax)). <br>
@@ -94,4 +94,4 @@ and it can be solved by changing XLA_FLAGS to:
 ```
 export XLA_FLAGS="$XLA_FLAGS --xla_gpu_force_compilation_parallelism=1"
 ```
-This flag can increase the compilation time drastically.
\ No newline at end of file
+This flag can increase the compilation time drastically.