diff --git a/registry.yaml b/registry.yaml
index a3aecfd5..e9718806 100644
--- a/registry.yaml
+++ b/registry.yaml
@@ -1195,7 +1195,7 @@
   tags:
     - guardrails
 
-- title: How to combine GPT-V with RAG to create a clothing matchmaker app
+- title: How to combine GPTv with RAG to create a clothing matchmaker app
   path: examples/How_to_Combine_GPTv_with_RAG_Outfit_Assistant.ipynb
   date: 2024-02-16
   authors:
@@ -1215,7 +1215,7 @@
     - embeddings
 
 
-- title: Using GPT-4 with Vision to tag & caption images
+- title: Using GPT4 with Vision to tag and caption images
   path: examples/Tag_caption_images_with_GPT4V.ipynb
   date: 2024-02-28
   authors: