Upload README.md

README.md

@@ -263,12 +263,6 @@ similarities = query_embeds.astype(int) @ doc_embeds.astype(int).T
 print('After quantization:')
 print(f"* Embeddings type: {query_embeds.dtype}")
 print(f"* Similarities: \n{similarities}")
-
-# After quantization:
-# * Embeddings type: int8
-# * Similarities:
-#  [[118022  79111]
-#   [ 72961  98333]]
 ```
 
 <details>
@@ -284,7 +278,7 @@ After quantization:
 ```
 </details>
 
-# Evaluation
+# Model Evaluation
 
 Please [see here](https://huggingface.co/MongoDB/mdbr-leaf-ir/blob/main/evaluate_models.ipynb).