Update README.md

README.md

@@ -26,8 +26,8 @@ This model has been distilled from `mixedbread-ai/mxbai-embed-2d-large-v1`, with
 ## Version Information
 
 - **red-beetle-base-v0**: The original model, without using PCA or Zipf. The lack of PCA and Zipf also makes this a decent model for further training.
-- **red-beetle-base-v1**: The original model, without PCA but with Zipf re-weighting. It has 1024 dimension embeddings.
-- **red-beetle-small-v1**: A smaller version of the original model, with PCA at 384 dimensions and Zipf re-weighting.
+- **red-beetle-base-v1**: The original model, with PCA at 1024 dimensions and (Zipf)^3 re-weighting.
+- **red-beetle-small-v1**: A smaller version of the original model, with PCA at 384 dimensions and (Zipf)^3 re-weighting.
 
 ## Installation