diff --git a/README.md b/README.md
index 8e9f69e..075ba90 100644
--- a/README.md
+++ b/README.md
@@ -140,7 +140,7 @@ This "reasoning trace" augmentation has demonstrated exceptional results, allowi
 
 Source Data
 
-The data is generated using techniques in alignment with the distributions outlined in the ORCA paper, except as noted below:
+The data is generated using techniques in alignment with the distributions outlined in the Orca paper, except as noted below:
 
 1) There is not enough CoT data in the FLAN Collection to generate 150K zero-shot entries, as the paper purports to use.
  We suspect this portion was either undocumented or misrepresented. We have used the ~75K points available.