Update README.md

README.md

@@ -3,7 +3,7 @@ license: cc-by-4.0
 library_name: saelens
 ---
 
-! WARNING: we are still uploading these SAEs
+⚠️ WARNING: we are still uploading these SAEs
 
 # 1. Gemma Scope
 
@@ -11,13 +11,13 @@ Gemma Scope is a comprehensive, open suite of sparse autoencoders for Gemma 2 9B
 
 See our [landing page](https://huggingface.co/google/gemma-scope) for details on the whole suite. This is a specific set of SAEs:
 
-# 2. What Is `gemma-scope-2b-pt-res`?
+# 2. What Is `gemma-scope-9b-it-res`?
 
 - `gemma-scope-`: See 1.
-- `9b-it-`: These SAEs were trained on Gemma v2 9B instruction tuned model.
+- `9b-pt-`: These SAEs were trained on Gemma v2 9B instruction-tuned model.
 - `res`: These SAEs were trained on the model's residual stream.
 
-## 3. Point of Contact
+# 3. Point of Contact
 
 Point of contact: Arthur Conmy