diff --git a/README.md b/README.md
index 8c50147..141cf06 100644
--- a/README.md
+++ b/README.md
@@ -103,7 +103,6 @@ VERSION 2 Update Notes:
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 - More compliant
 - Smarter
-- Not fully evaluated, but scores higher on Winogrande compared to the original instruct model. 0.77901 vs 0.78848
 - For best response, use this system prompt (feel free to expand upon it as you wish):
 
 Think step by step with a logical reasoning and intellectual sense before you provide any response.
@@ -114,6 +113,8 @@ Think step by step with a logical reasoning and intellectual sense before you pr
 There seems to be some of the fine-tune loss happening due to the quantization. I will look into it for V3. 
 Until then, I suggest you run F16 or Q8 if possible.
 
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/644ad182f434a6a63b18eee6/zaHhRjsk3rvo_YewgXV2Z.png)
+
 GENERAL INFO:
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